FileBase /isis1/DataGab/Rat09-20140324/Rat09-20140324 ElecNo 11 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 1111111111111111111111110 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 263147 data points of dimension 24. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 87715 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4567 members Mstep: Class 4 contains 4557 members Mstep: Class 5 contains 4663 members Mstep: Class 6 contains 4653 members Mstep: Class 7 contains 4597 members Mstep: Class 8 contains 4524 members Mstep: Class 9 contains 4601 members Mstep: Class 10 contains 4674 members Mstep: Class 11 contains 4659 members Mstep: Class 12 contains 4625 members Mstep: Class 13 contains 4694 members Mstep: Class 14 contains 4657 members Mstep: Class 15 contains 4665 members Mstep: Class 16 contains 4578 members Mstep: Class 17 contains 4610 members Mstep: Class 18 contains 4594 members Mstep: Class 19 contains 4582 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 287.366455 but Gain 1849.550781 Score: -7266810.500000 Penalty: 33291.906250 Iteration 0F: 19 clusters Score -7266810 nChanged 81812 Entering Unmasked Mstep Mstep: Class 0 contains 144 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 837 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1293 members Mstep: Class 5 contains 9727 members Mstep: Class 6 contains 1691 members Mstep: Class 7 contains 2893 members Mstep: Class 8 contains 2014 members Mstep: Class 9 contains 1890 members Mstep: Class 10 contains 10423 members Mstep: Class 11 contains 4359 members Mstep: Class 12 contains 13070 members Mstep: Class 13 contains 5735 members Mstep: Class 14 contains 10391 members Mstep: Class 15 contains 5084 members Mstep: Class 16 contains 1216 members Mstep: Class 17 contains 11836 members Mstep: Class 18 contains 2341 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1184.601074 but Gain 1849.550781 Score: -7731847.000000 Penalty: 31442.355469 Iteration 1F: 18 clusters Score -7731847 nChanged 38929 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 1610 members Mstep: Class 3 contains 2075 members Mstep: Class 4 contains 975 members Mstep: Class 5 contains 13779 members Mstep: Class 6 contains 3196 members Mstep: Class 7 contains 1252 members Mstep: Class 8 contains 1848 members Mstep: Class 9 contains 4200 members Mstep: Class 10 contains 8048 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 17329 members Mstep: Class 13 contains 5165 members Mstep: Class 14 contains 9953 members Mstep: Class 15 contains 5121 members Mstep: Class 16 contains 1568 members Mstep: Class 17 contains 6192 members Mstep: Class 18 contains 3808 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 1276.623169 but Gain 1849.548828 Score: -7898031.500000 Penalty: 29592.806641 Iteration 2F: 17 clusters Score -7898032 nChanged 24241 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1651 members Mstep: Class 3 contains 2308 members Mstep: Class 4 contains 946 members Mstep: Class 5 contains 15340 members Mstep: Class 6 contains 4659 members Mstep: Class 8 contains 1736 members Mstep: Class 9 contains 6624 members Mstep: Class 10 contains 5960 members Mstep: Class 11 contains 879 members Mstep: Class 12 contains 18147 members Mstep: Class 13 contains 4499 members Mstep: Class 14 contains 10159 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 1397 members Mstep: Class 17 contains 4375 members Mstep: Class 18 contains 4802 members Entering Unmasked Estep ConsiderDeletion Score: -7978050.000000 Penalty: 29592.806641 Iteration 3F: 17 clusters Score -7978050 nChanged 15423 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1466 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 13546 members Mstep: Class 6 contains 5166 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 6613 members Mstep: Class 10 contains 5074 members Mstep: Class 11 contains 1029 members Mstep: Class 12 contains 16968 members Mstep: Class 13 contains 6391 members Mstep: Class 14 contains 13759 members Mstep: Class 15 contains 3998 members Mstep: Class 16 contains 1528 members Mstep: Class 17 contains 2573 members Mstep: Class 18 contains 4795 members Entering Unmasked Estep ConsiderDeletion Score: -8029646.500000 Penalty: 29592.806641 Iteration 4F: 17 clusters Score -8029646 nChanged 11277 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1378 members Mstep: Class 3 contains 2210 members Mstep: Class 4 contains 939 members Mstep: Class 5 contains 10808 members Mstep: Class 6 contains 5363 members Mstep: Class 8 contains 1227 members Mstep: Class 9 contains 6382 members Mstep: Class 10 contains 3544 members Mstep: Class 11 contains 1321 members Mstep: Class 12 contains 16244 members Mstep: Class 13 contains 9949 members Mstep: Class 14 contains 16268 members Mstep: Class 15 contains 3987 members Mstep: Class 16 contains 1747 members Mstep: Class 17 contains 1588 members Mstep: Class 18 contains 4725 members Entering Unmasked Estep ConsiderDeletion Score: -8059602.000000 Penalty: 29592.806641 Iteration 5F: 17 clusters Score -8059602 nChanged 7109 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1293 members Mstep: Class 3 contains 2222 members Mstep: Class 4 contains 1001 members Mstep: Class 5 contains 9720 members Mstep: Class 6 contains 5458 members Mstep: Class 8 contains 1126 members Mstep: Class 9 contains 6213 members Mstep: Class 10 contains 2699 members Mstep: Class 11 contains 1507 members Mstep: Class 12 contains 15437 members Mstep: Class 13 contains 12253 members Mstep: Class 14 contains 16931 members Mstep: Class 15 contains 3907 members Mstep: Class 16 contains 2094 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 4583 members Entering Unmasked Estep ConsiderDeletion Score: -8079535.500000 Penalty: 29592.806641 Iteration 6F: 17 clusters Score -8079536 nChanged 5054 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1285 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 1069 members Mstep: Class 5 contains 9491 members Mstep: Class 6 contains 5483 members Mstep: Class 8 contains 1119 members Mstep: Class 9 contains 5999 members Mstep: Class 10 contains 2416 members Mstep: Class 11 contains 1649 members Mstep: Class 12 contains 14663 members Mstep: Class 13 contains 13402 members Mstep: Class 14 contains 16689 members Mstep: Class 15 contains 3581 members Mstep: Class 16 contains 2561 members Mstep: Class 17 contains 1208 members Mstep: Class 18 contains 4428 members Entering Unmasked Estep ConsiderDeletion Score: -8097927.500000 Penalty: 29592.806641 Iteration 7F: 17 clusters Score -8097928 nChanged 3826 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1311 members Mstep: Class 3 contains 2953 members Mstep: Class 4 contains 1117 members Mstep: Class 5 contains 9585 members Mstep: Class 6 contains 5460 members Mstep: Class 8 contains 1129 members Mstep: Class 9 contains 5801 members Mstep: Class 10 contains 2297 members Mstep: Class 11 contains 1784 members Mstep: Class 12 contains 13934 members Mstep: Class 13 contains 14005 members Mstep: Class 14 contains 16503 members Mstep: Class 15 contains 3138 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 1300 members Mstep: Class 18 contains 4311 members Entering Unmasked Estep ConsiderDeletion Score: -8110914.000000 Penalty: 29592.806641 Iteration 8Q: 17 clusters Score -8110914 nChanged 2591 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1363 members Mstep: Class 3 contains 3096 members Mstep: Class 4 contains 1126 members Mstep: Class 5 contains 9979 members Mstep: Class 6 contains 5426 members Mstep: Class 8 contains 1135 members Mstep: Class 9 contains 5620 members Mstep: Class 10 contains 2249 members Mstep: Class 11 contains 1890 members Mstep: Class 12 contains 13392 members Mstep: Class 13 contains 14077 members Mstep: Class 14 contains 16441 members Mstep: Class 15 contains 2716 members Mstep: Class 16 contains 3537 members Mstep: Class 17 contains 1403 members Mstep: Class 18 contains 4229 members Entering Unmasked Estep ConsiderDeletion Score: -8117009.500000 Penalty: 29592.806641 Iteration 9Q: 17 clusters Score -8117010 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1410 members Mstep: Class 3 contains 3190 members Mstep: Class 4 contains 1138 members Mstep: Class 5 contains 10373 members Mstep: Class 6 contains 5408 members Mstep: Class 8 contains 1187 members Mstep: Class 9 contains 5462 members Mstep: Class 10 contains 2216 members Mstep: Class 11 contains 1961 members Mstep: Class 12 contains 12981 members Mstep: Class 13 contains 14005 members Mstep: Class 14 contains 16411 members Mstep: Class 15 contains 2598 members Mstep: Class 16 contains 3859 members Mstep: Class 17 contains 1473 members Mstep: Class 18 contains 4006 members Entering Unmasked Estep ConsiderDeletion Score: -8120870.500000 Penalty: 29592.806641 Iteration 10Q: 17 clusters Score -8120870 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1459 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 1144 members Mstep: Class 5 contains 10642 members Mstep: Class 6 contains 5396 members Mstep: Class 8 contains 1244 members Mstep: Class 9 contains 5324 members Mstep: Class 10 contains 2157 members Mstep: Class 11 contains 2014 members Mstep: Class 12 contains 12692 members Mstep: Class 13 contains 13945 members Mstep: Class 14 contains 16357 members Mstep: Class 15 contains 2867 members Mstep: Class 16 contains 4045 members Mstep: Class 17 contains 1547 members Mstep: Class 18 contains 3549 members Entering Unmasked Estep ConsiderDeletion Score: -8124373.500000 Penalty: 29592.806641 Iteration 11Q: 17 clusters Score -8124374 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1499 members Mstep: Class 3 contains 3341 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 10813 members Mstep: Class 6 contains 5395 members Mstep: Class 8 contains 1281 members Mstep: Class 9 contains 5214 members Mstep: Class 10 contains 2128 members Mstep: Class 11 contains 2038 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 13925 members Mstep: Class 14 contains 16310 members Mstep: Class 15 contains 3562 members Mstep: Class 16 contains 4118 members Mstep: Class 17 contains 1596 members Mstep: Class 18 contains 2805 members Entering Unmasked Estep ConsiderDeletion Score: -8126591.500000 Penalty: 29592.806641 Iteration 12Q: 17 clusters Score -8126592 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1527 members Mstep: Class 3 contains 3342 members Mstep: Class 4 contains 1155 members Mstep: Class 5 contains 10928 members Mstep: Class 6 contains 5395 members Mstep: Class 8 contains 1307 members Mstep: Class 9 contains 5153 members Mstep: Class 10 contains 2123 members Mstep: Class 11 contains 2054 members Mstep: Class 12 contains 12368 members Mstep: Class 13 contains 13917 members Mstep: Class 14 contains 16277 members Mstep: Class 15 contains 4308 members Mstep: Class 16 contains 4138 members Mstep: Class 17 contains 1629 members Mstep: Class 18 contains 2058 members Entering Unmasked Estep ConsiderDeletion Score: -8128017.500000 Penalty: 29592.806641 Iteration 13Q: 17 clusters Score -8128018 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1538 members Mstep: Class 3 contains 3334 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 11002 members Mstep: Class 6 contains 5387 members Mstep: Class 8 contains 1336 members Mstep: Class 9 contains 5097 members Mstep: Class 10 contains 2121 members Mstep: Class 11 contains 2067 members Mstep: Class 12 contains 12277 members Mstep: Class 13 contains 13918 members Mstep: Class 14 contains 16252 members Mstep: Class 15 contains 4832 members Mstep: Class 16 contains 4168 members Mstep: Class 17 contains 1658 members Mstep: Class 18 contains 1538 members Entering Unmasked Estep ConsiderDeletion Score: -8128854.000000 Penalty: 29592.806641 Iteration 14Q: 17 clusters Score -8128854 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1545 members Mstep: Class 3 contains 3324 members Mstep: Class 4 contains 1155 members Mstep: Class 5 contains 11051 members Mstep: Class 6 contains 5374 members Mstep: Class 8 contains 1344 members Mstep: Class 9 contains 5070 members Mstep: Class 10 contains 2124 members Mstep: Class 11 contains 2075 members Mstep: Class 12 contains 12227 members Mstep: Class 13 contains 13914 members Mstep: Class 14 contains 16225 members Mstep: Class 15 contains 5112 members Mstep: Class 16 contains 4184 members Mstep: Class 17 contains 1684 members Mstep: Class 18 contains 1271 members Entering Unmasked Estep ConsiderDeletion Score: -8129313.500000 Penalty: 29592.806641 Iteration 15Q: 17 clusters Score -8129314 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1544 members Mstep: Class 3 contains 3321 members Mstep: Class 4 contains 1156 members Mstep: Class 5 contains 11078 members Mstep: Class 6 contains 5364 members Mstep: Class 8 contains 1350 members Mstep: Class 9 contains 5052 members Mstep: Class 10 contains 2122 members Mstep: Class 11 contains 2076 members Mstep: Class 12 contains 12198 members Mstep: Class 13 contains 13911 members Mstep: Class 14 contains 16211 members Mstep: Class 15 contains 5263 members Mstep: Class 16 contains 4197 members Mstep: Class 17 contains 1703 members Mstep: Class 18 contains 1132 members Entering Unmasked Estep ConsiderDeletion Score: -8129589.500000 Penalty: 29592.806641 Iteration 16Q: 17 clusters Score -8129590 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1549 members Mstep: Class 3 contains 3320 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 11100 members Mstep: Class 6 contains 5354 members Mstep: Class 8 contains 1353 members Mstep: Class 9 contains 5046 members Mstep: Class 10 contains 2122 members Mstep: Class 11 contains 2076 members Mstep: Class 12 contains 12169 members Mstep: Class 13 contains 13910 members Mstep: Class 14 contains 16198 members Mstep: Class 15 contains 5371 members Mstep: Class 16 contains 4195 members Mstep: Class 17 contains 1723 members Mstep: Class 18 contains 1035 members Entering Unmasked Estep ConsiderDeletion Score: -8129811.500000 Penalty: 29592.806641 Iteration 17Q: 17 clusters Score -8129812 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1550 members Mstep: Class 3 contains 3315 members Mstep: Class 4 contains 1158 members Mstep: Class 5 contains 11113 members Mstep: Class 6 contains 5347 members Mstep: Class 8 contains 1357 members Mstep: Class 9 contains 5044 members Mstep: Class 10 contains 2121 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 12152 members Mstep: Class 13 contains 13909 members Mstep: Class 14 contains 16191 members Mstep: Class 15 contains 5466 members Mstep: Class 16 contains 4194 members Mstep: Class 17 contains 1735 members Mstep: Class 18 contains 948 members Entering Unmasked Estep ConsiderDeletion Score: -8129957.500000 Penalty: 29592.806641 Iteration 18Q: 17 clusters Score -8129958 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1550 members Mstep: Class 3 contains 3313 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 11125 members Mstep: Class 6 contains 5340 members Mstep: Class 8 contains 1363 members Mstep: Class 9 contains 5041 members Mstep: Class 10 contains 2122 members Mstep: Class 11 contains 2080 members Mstep: Class 12 contains 12138 members Mstep: Class 13 contains 13906 members Mstep: Class 14 contains 16184 members Mstep: Class 15 contains 5534 members Mstep: Class 16 contains 4195 members Mstep: Class 17 contains 1747 members Mstep: Class 18 contains 883 members Entering Unmasked Estep ConsiderDeletion Score: -8130062.500000 Penalty: 29592.806641 Iteration 19Q: 17 clusters Score -8130062 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1549 members Mstep: Class 3 contains 3313 members Mstep: Class 4 contains 1156 members Mstep: Class 5 contains 11135 members Mstep: Class 6 contains 5336 members Mstep: Class 8 contains 1365 members Mstep: Class 9 contains 5039 members Mstep: Class 10 contains 2120 members Mstep: Class 11 contains 2084 members Mstep: Class 12 contains 12122 members Mstep: Class 13 contains 13903 members Mstep: Class 14 contains 16181 members Mstep: Class 15 contains 5582 members Mstep: Class 16 contains 4196 members Mstep: Class 17 contains 1755 members Mstep: Class 18 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -8131198.000000 Penalty: 29592.806641 Iteration 20F: 17 clusters Score -8131198 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1545 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1156 members Mstep: Class 5 contains 11202 members Mstep: Class 6 contains 5310 members Mstep: Class 8 contains 1373 members Mstep: Class 9 contains 5033 members Mstep: Class 10 contains 2119 members Mstep: Class 11 contains 2089 members Mstep: Class 12 contains 12065 members Mstep: Class 13 contains 13903 members Mstep: Class 14 contains 16167 members Mstep: Class 15 contains 5783 members Mstep: Class 16 contains 4197 members Mstep: Class 17 contains 1755 members Mstep: Class 18 contains 683 members Entering Unmasked Estep ConsiderDeletion Score: -8132256.000000 Penalty: 29592.806641 Iteration 21Q: 17 clusters Score -8132256 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1541 members Mstep: Class 3 contains 3308 members Mstep: Class 4 contains 1155 members Mstep: Class 5 contains 11247 members Mstep: Class 6 contains 5269 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 5027 members Mstep: Class 10 contains 2118 members Mstep: Class 11 contains 2094 members Mstep: Class 12 contains 12023 members Mstep: Class 13 contains 13901 members Mstep: Class 14 contains 16163 members Mstep: Class 15 contains 5895 members Mstep: Class 16 contains 4201 members Mstep: Class 17 contains 1762 members Mstep: Class 18 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -8132585.000000 Penalty: 29592.806641 Iteration 22Q: 17 clusters Score -8132585 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1531 members Mstep: Class 3 contains 3312 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 11282 members Mstep: Class 6 contains 5253 members Mstep: Class 8 contains 1375 members Mstep: Class 9 contains 5028 members Mstep: Class 10 contains 2115 members Mstep: Class 11 contains 2099 members Mstep: Class 12 contains 11993 members Mstep: Class 13 contains 13904 members Mstep: Class 14 contains 16159 members Mstep: Class 15 contains 5943 members Mstep: Class 16 contains 4198 members Mstep: Class 17 contains 1766 members Mstep: Class 18 contains 578 members Entering Unmasked Estep ConsiderDeletion Score: -8132731.500000 Penalty: 29592.806641 Iteration 23Q: 17 clusters Score -8132732 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1529 members Mstep: Class 3 contains 3312 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 11306 members Mstep: Class 6 contains 5247 members Mstep: Class 8 contains 1380 members Mstep: Class 9 contains 5028 members Mstep: Class 10 contains 2113 members Mstep: Class 11 contains 2102 members Mstep: Class 12 contains 11977 members Mstep: Class 13 contains 13901 members Mstep: Class 14 contains 16152 members Mstep: Class 15 contains 5976 members Mstep: Class 16 contains 4192 members Mstep: Class 17 contains 1768 members Mstep: Class 18 contains 554 members Entering Unmasked Estep ConsiderDeletion Score: -8132799.500000 Penalty: 29592.806641 Iteration 24Q: 17 clusters Score -8132800 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1531 members Mstep: Class 3 contains 3313 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 11317 members Mstep: Class 6 contains 5244 members Mstep: Class 8 contains 1381 members Mstep: Class 9 contains 5025 members Mstep: Class 10 contains 2114 members Mstep: Class 11 contains 2105 members Mstep: Class 12 contains 11972 members Mstep: Class 13 contains 13897 members Mstep: Class 14 contains 16150 members Mstep: Class 15 contains 5988 members Mstep: Class 16 contains 4189 members Mstep: Class 17 contains 1766 members Mstep: Class 18 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -8132834.000000 Penalty: 29592.806641 Iteration 25Q: 17 clusters Score -8132834 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1533 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11322 members Mstep: Class 6 contains 5241 members Mstep: Class 8 contains 1384 members Mstep: Class 9 contains 5023 members Mstep: Class 10 contains 2117 members Mstep: Class 11 contains 2110 members Mstep: Class 12 contains 11967 members Mstep: Class 13 contains 13891 members Mstep: Class 14 contains 16145 members Mstep: Class 15 contains 5994 members Mstep: Class 16 contains 4186 members Mstep: Class 17 contains 1776 members Mstep: Class 18 contains 540 members Entering Unmasked Estep ConsiderDeletion Score: -8132827.500000 Penalty: 29592.806641 Iteration 26Q: 17 clusters Score -8132828 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1535 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11325 members Mstep: Class 6 contains 5238 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 5020 members Mstep: Class 10 contains 2119 members Mstep: Class 11 contains 2112 members Mstep: Class 12 contains 11966 members Mstep: Class 13 contains 13889 members Mstep: Class 14 contains 16142 members Mstep: Class 15 contains 5996 members Mstep: Class 16 contains 4185 members Mstep: Class 17 contains 1779 members Mstep: Class 18 contains 538 members Entering Unmasked Estep ConsiderDeletion Score: -8132839.500000 Penalty: 29592.806641 Iteration 27Q: 17 clusters Score -8132840 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1536 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 11327 members Mstep: Class 6 contains 5235 members Mstep: Class 8 contains 1386 members Mstep: Class 9 contains 5017 members Mstep: Class 10 contains 2118 members Mstep: Class 11 contains 2115 members Mstep: Class 12 contains 11965 members Mstep: Class 13 contains 13888 members Mstep: Class 14 contains 16142 members Mstep: Class 15 contains 5999 members Mstep: Class 16 contains 4184 members Mstep: Class 17 contains 1779 members Mstep: Class 18 contains 537 members Entering Unmasked Estep ConsiderDeletion Score: -8132839.000000 Penalty: 29592.806641 Iteration 28Q: 17 clusters Score -8132839 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1536 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11327 members Mstep: Class 6 contains 5235 members Mstep: Class 8 contains 1386 members Mstep: Class 9 contains 5017 members Mstep: Class 10 contains 2118 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 11964 members Mstep: Class 13 contains 13887 members Mstep: Class 14 contains 16143 members Mstep: Class 15 contains 5999 members Mstep: Class 16 contains 4184 members Mstep: Class 17 contains 1780 members Mstep: Class 18 contains 537 members Entering Unmasked Estep ConsiderDeletion Score: -8132835.500000 Penalty: 29592.806641 Iteration 29Q: 17 clusters Score -8132836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1536 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11328 members Mstep: Class 6 contains 5235 members Mstep: Class 8 contains 1386 members Mstep: Class 9 contains 5017 members Mstep: Class 10 contains 2118 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13887 members Mstep: Class 14 contains 16143 members Mstep: Class 15 contains 5999 members Mstep: Class 16 contains 4184 members Mstep: Class 17 contains 1780 members Mstep: Class 18 contains 537 members Entering Unmasked Estep ConsiderDeletion Score: -8132838.000000 Penalty: 29592.806641 Iteration 30Q: 17 clusters Score -8132838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1536 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 5235 members Mstep: Class 8 contains 1386 members Mstep: Class 9 contains 5017 members Mstep: Class 10 contains 2118 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13887 members Mstep: Class 14 contains 16143 members Mstep: Class 15 contains 5999 members Mstep: Class 16 contains 4184 members Mstep: Class 17 contains 1779 members Mstep: Class 18 contains 537 members Entering Unmasked Estep ConsiderDeletion Score: -8132839.000000 Penalty: 29592.806641 Iteration 31Q: 17 clusters Score -8132839 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 1536 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 5235 members Mstep: Class 8 contains 1386 members Mstep: Class 9 contains 5017 members Mstep: Class 10 contains 2118 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13887 members Mstep: Class 14 contains 16143 members Mstep: Class 15 contains 5999 members Mstep: Class 16 contains 4184 members Mstep: Class 17 contains 1779 members Mstep: Class 18 contains 537 members Entering Unmasked Estep ConsiderDeletion Score: -8132976.000000 Penalty: 29592.806641 Iteration 32F: 17 clusters Score -8132976 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1536 members Mstep: Class 3 contains 3309 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 5221 members Mstep: Class 8 contains 1382 members Mstep: Class 9 contains 5017 members Mstep: Class 10 contains 2117 members Mstep: Class 11 contains 2115 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13887 members Mstep: Class 14 contains 16143 members Mstep: Class 15 contains 5999 members Mstep: Class 16 contains 4184 members Mstep: Class 17 contains 1779 members Mstep: Class 18 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -8133114.500000 Penalty: 29592.806641 Iteration 33Q: 17 clusters Score -8133114 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1534 members Mstep: Class 3 contains 3308 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 5209 members Mstep: Class 8 contains 1380 members Mstep: Class 9 contains 5016 members Mstep: Class 10 contains 2112 members Mstep: Class 11 contains 2119 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13887 members Mstep: Class 14 contains 16142 members Mstep: Class 15 contains 6008 members Mstep: Class 16 contains 4184 members Mstep: Class 17 contains 1779 members Mstep: Class 18 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -8133181.000000 Penalty: 29592.806641 Iteration 34Q: 17 clusters Score -8133181 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1534 members Mstep: Class 3 contains 3306 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 5203 members Mstep: Class 8 contains 1379 members Mstep: Class 9 contains 5015 members Mstep: Class 10 contains 2112 members Mstep: Class 11 contains 2122 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13885 members Mstep: Class 14 contains 16143 members Mstep: Class 15 contains 6019 members Mstep: Class 16 contains 4183 members Mstep: Class 17 contains 1782 members Mstep: Class 18 contains 566 members Entering Unmasked Estep ConsiderDeletion Score: -8133226.500000 Penalty: 29592.806641 Iteration 35Q: 17 clusters Score -8133226 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1536 members Mstep: Class 3 contains 3302 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 5194 members Mstep: Class 8 contains 1379 members Mstep: Class 9 contains 5013 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13885 members Mstep: Class 14 contains 16142 members Mstep: Class 15 contains 6023 members Mstep: Class 16 contains 4183 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 572 members Entering Unmasked Estep ConsiderDeletion Score: -8133247.000000 Penalty: 29592.806641 Iteration 36Q: 17 clusters Score -8133247 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1537 members Mstep: Class 3 contains 3297 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 5190 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 5012 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2132 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13885 members Mstep: Class 14 contains 16143 members Mstep: Class 15 contains 6028 members Mstep: Class 16 contains 4183 members Mstep: Class 17 contains 1785 members Mstep: Class 18 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -8133272.000000 Penalty: 29592.806641 Iteration 37Q: 17 clusters Score -8133272 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1537 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 11329 members Mstep: Class 6 contains 5185 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 5010 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2137 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16142 members Mstep: Class 15 contains 6030 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1787 members Mstep: Class 18 contains 572 members Entering Unmasked Estep ConsiderDeletion Score: -8133287.500000 Penalty: 29592.806641 Iteration 38Q: 17 clusters Score -8133288 nChanged 20 Entering ConstructFrom: Score: -8133287.500000 Penalty: 29592.806641 Entering ConstructFrom: Trying to split cluster 1 (1537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Entering Unmasked Estep Score: -134391.171875 Penalty: 1192.358032 Iteration 0F: 2 clusters Score -134391.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -132676.468750 Penalty: 2384.716064 Iteration 0F: 3 clusters Score -132676.5 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -133255.578125 Penalty: 2384.716064 Iteration 1F: 3 clusters Score -133255.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -133578.578125 Penalty: 2384.716064 Iteration 2F: 3 clusters Score -133578.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -133893.437500 Penalty: 2384.716064 Iteration 3F: 3 clusters Score -133893.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -134189.453125 Penalty: 2384.716064 Iteration 4F: 3 clusters Score -134189.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -134405.640625 Penalty: 2384.716064 Iteration 5F: 3 clusters Score -134405.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -134544.453125 Penalty: 2384.716064 Iteration 6Q: 3 clusters Score -134544.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -134592.093750 Penalty: 2384.716064 Iteration 7Q: 3 clusters Score -134592.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -134611.109375 Penalty: 2384.716064 Iteration 8Q: 3 clusters Score -134611.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -134627.921875 Penalty: 2384.716064 Iteration 9Q: 3 clusters Score -134627.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -134629.406250 Penalty: 2384.716064 Iteration 10Q: 3 clusters Score -134629.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -134629.500000 Penalty: 2384.716064 Iteration 11Q: 3 clusters Score -134629.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -134632.515625 Penalty: 2384.716064 Iteration 12F: 3 clusters Score -134632.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -134640.156250 Penalty: 2384.716064 Iteration 13Q: 3 clusters Score -134640.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -134642.625000 Penalty: 2384.716064 Iteration 14Q: 3 clusters Score -134642.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -134647.265625 Penalty: 2384.716064 Iteration 15Q: 3 clusters Score -134647.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -134650.203125 Penalty: 2384.716064 Iteration 16Q: 3 clusters Score -134650.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -134650.984375 Penalty: 2384.716064 Iteration 17Q: 3 clusters Score -134651 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -134651.375000 Penalty: 2384.716064 Iteration 18Q: 3 clusters Score -134651.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -134651.375000 Penalty: 2384.716064 Iteration 19F: 3 clusters Score -134651.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 822 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 1151 members Mstep: Class 5 contains 11330 members Mstep: Class 6 contains 5181 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 5009 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2140 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Entering Unmasked Estep Score: -8132909.500000 Penalty: 31442.355469 Splitting cluster 1 changes total score from -8133287.500000 to -8132909.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (3296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Entering Unmasked Estep Score: -303938.656250 Penalty: 1316.325562 Iteration 0F: 2 clusters Score -303938.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -301114.343750 Penalty: 2632.651123 Iteration 0F: 3 clusters Score -301114.3 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -303237.031250 Penalty: 2632.651123 Iteration 1F: 3 clusters Score -303237 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -304653.312500 Penalty: 2632.651123 Iteration 2F: 3 clusters Score -304653.3 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -305595.843750 Penalty: 2632.651123 Iteration 3F: 3 clusters Score -305595.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -306479.937500 Penalty: 2632.651123 Iteration 4F: 3 clusters Score -306479.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -307621.781250 Penalty: 2632.651123 Iteration 5F: 3 clusters Score -307621.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -307942.062500 Penalty: 2632.651123 Iteration 6Q: 3 clusters Score -307942.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -307983.812500 Penalty: 2632.651123 Iteration 7Q: 3 clusters Score -307983.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -307995.968750 Penalty: 2632.651123 Iteration 8Q: 3 clusters Score -307996 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -307999.812500 Penalty: 2632.651123 Iteration 9Q: 3 clusters Score -307999.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -308001.375000 Penalty: 2632.651123 Iteration 10Q: 3 clusters Score -308001.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -308002.500000 Penalty: 2632.651123 Iteration 11Q: 3 clusters Score -308002.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -308002.500000 Penalty: 2632.651123 Iteration 12F: 3 clusters Score -308002.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 1151 members Mstep: Class 5 contains 11330 members Mstep: Class 6 contains 5181 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 5009 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2140 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Entering Unmasked Estep Score: -8136852.000000 Penalty: 31442.355469 Splitting cluster 3 changes total score from -8133287.500000 to -8136852.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 4 (1151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Entering Unmasked Estep Score: -107713.187500 Penalty: 1145.362793 Iteration 0F: 2 clusters Score -107713.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -106195.406250 Penalty: 2290.725586 Iteration 0F: 3 clusters Score -106195.4 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -106511.039062 Penalty: 2290.725586 Iteration 1F: 3 clusters Score -106511 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -106594.265625 Penalty: 2290.725586 Iteration 2F: 3 clusters Score -106594.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -106655.335938 Penalty: 2290.725586 Iteration 3Q: 3 clusters Score -106655.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -106758.171875 Penalty: 2290.725586 Iteration 4Q: 3 clusters Score -106758.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -106847.539062 Penalty: 2290.725586 Iteration 5Q: 3 clusters Score -106847.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -106947.351562 Penalty: 2290.725586 Iteration 6Q: 3 clusters Score -106947.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -107095.335938 Penalty: 2290.725586 Iteration 7Q: 3 clusters Score -107095.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -107298.523438 Penalty: 2290.725586 Iteration 8F: 3 clusters Score -107298.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -107614.007812 Penalty: 2290.725586 Iteration 9F: 3 clusters Score -107614 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -107963.062500 Penalty: 2290.725586 Iteration 10F: 3 clusters Score -107963.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -108314.132812 Penalty: 2290.725586 Iteration 11F: 3 clusters Score -108314.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -108722.320312 Penalty: 2290.725586 Iteration 12Q: 3 clusters Score -108722.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -108756.984375 Penalty: 2290.725586 Iteration 13Q: 3 clusters Score -108757 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -108766.164062 Penalty: 2290.725586 Iteration 14Q: 3 clusters Score -108766.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -108766.164062 Penalty: 2290.725586 Iteration 15F: 3 clusters Score -108766.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 11330 members Mstep: Class 6 contains 5181 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 5009 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2140 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Entering Unmasked Estep Score: -8137197.000000 Penalty: 33291.906250 Splitting cluster 4 changes total score from -8133287.500000 to -8137197.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 5 (11330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Entering Unmasked Estep Score: -1106234.750000 Penalty: 1516.971436 Iteration 0F: 2 clusters Score -1106235 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -1098318.750000 Penalty: 3033.942871 Iteration 0F: 3 clusters Score -1098319 nChanged 5032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1102530.375000 Penalty: 3033.942871 Iteration 1F: 3 clusters Score -1102530 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -1104431.125000 Penalty: 3033.942871 Iteration 2F: 3 clusters Score -1104431 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1106054.625000 Penalty: 3033.942871 Iteration 3F: 3 clusters Score -1106055 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1107009.375000 Penalty: 3033.942871 Iteration 4F: 3 clusters Score -1107009 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1107522.625000 Penalty: 3033.942871 Iteration 5Q: 3 clusters Score -1107523 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1107927.875000 Penalty: 3033.942871 Iteration 6Q: 3 clusters Score -1107928 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -1108259.000000 Penalty: 3033.942871 Iteration 7Q: 3 clusters Score -1108259 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8828 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1108529.375000 Penalty: 3033.942871 Iteration 8Q: 3 clusters Score -1108529 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8830 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1108749.375000 Penalty: 3033.942871 Iteration 9Q: 3 clusters Score -1108749 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1109054.625000 Penalty: 3033.942871 Iteration 10Q: 3 clusters Score -1109055 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -1109482.250000 Penalty: 3033.942871 Iteration 11Q: 3 clusters Score -1109482 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -1109834.625000 Penalty: 3033.942871 Iteration 12Q: 3 clusters Score -1109835 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -1109972.125000 Penalty: 3033.942871 Iteration 13Q: 3 clusters Score -1109972 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1110022.750000 Penalty: 3033.942871 Iteration 14Q: 3 clusters Score -1110023 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1110038.375000 Penalty: 3033.942871 Iteration 15Q: 3 clusters Score -1110038 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -1110044.375000 Penalty: 3033.942871 Iteration 16Q: 3 clusters Score -1110044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1110043.250000 Penalty: 3033.942871 Iteration 17Q: 3 clusters Score -1110043 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -1110040.875000 Penalty: 3033.942871 Iteration 18Q: 3 clusters Score -1110041 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1110042.500000 Penalty: 3033.942871 Iteration 19Q: 3 clusters Score -1110042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1110044.000000 Penalty: 3033.942871 Iteration 20F: 3 clusters Score -1110044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -1110045.875000 Penalty: 3033.942871 Iteration 21Q: 3 clusters Score -1110046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1110046.500000 Penalty: 3033.942871 Iteration 22Q: 3 clusters Score -1110046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1110046.500000 Penalty: 3033.942871 Iteration 23F: 3 clusters Score -1110046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 5181 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 5009 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2140 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Entering Unmasked Estep Score: -8140717.000000 Penalty: 35141.457031 Splitting cluster 5 changes total score from -8133287.500000 to -8140717.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 6 (5181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Entering Unmasked Estep Score: -495118.562500 Penalty: 1389.822388 Iteration 0F: 2 clusters Score -495118.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -491092.750000 Penalty: 2779.644775 Iteration 0F: 3 clusters Score -491092.8 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -492820.406250 Penalty: 2779.644775 Iteration 1F: 3 clusters Score -492820.4 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -494150.250000 Penalty: 2779.644775 Iteration 2F: 3 clusters Score -494150.2 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -497102.500000 Penalty: 2779.644775 Iteration 3F: 3 clusters Score -497102.5 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -501415.125000 Penalty: 2779.644775 Iteration 4F: 3 clusters Score -501415.1 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -503748.875000 Penalty: 2779.644775 Iteration 5F: 3 clusters Score -503748.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -504344.031250 Penalty: 2779.644775 Iteration 6Q: 3 clusters Score -504344 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -504458.156250 Penalty: 2779.644775 Iteration 7Q: 3 clusters Score -504458.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -504520.343750 Penalty: 2779.644775 Iteration 8Q: 3 clusters Score -504520.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -504586.062500 Penalty: 2779.644775 Iteration 9Q: 3 clusters Score -504586.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -504672.000000 Penalty: 2779.644775 Iteration 10Q: 3 clusters Score -504672 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -504725.656250 Penalty: 2779.644775 Iteration 11Q: 3 clusters Score -504725.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -504772.843750 Penalty: 2779.644775 Iteration 12Q: 3 clusters Score -504772.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -504804.468750 Penalty: 2779.644775 Iteration 13Q: 3 clusters Score -504804.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -504830.062500 Penalty: 2779.644775 Iteration 14Q: 3 clusters Score -504830.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -504850.375000 Penalty: 2779.644775 Iteration 15Q: 3 clusters Score -504850.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -504858.500000 Penalty: 2779.644775 Iteration 16Q: 3 clusters Score -504858.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -504865.437500 Penalty: 2779.644775 Iteration 17Q: 3 clusters Score -504865.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -504868.656250 Penalty: 2779.644775 Iteration 18Q: 3 clusters Score -504868.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -504869.593750 Penalty: 2779.644775 Iteration 19Q: 3 clusters Score -504869.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -504878.656250 Penalty: 2779.644775 Iteration 20F: 3 clusters Score -504878.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -504890.250000 Penalty: 2779.644775 Iteration 21Q: 3 clusters Score -504890.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -504901.718750 Penalty: 2779.644775 Iteration 22Q: 3 clusters Score -504901.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -504910.187500 Penalty: 2779.644775 Iteration 23Q: 3 clusters Score -504910.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -504917.406250 Penalty: 2779.644775 Iteration 24Q: 3 clusters Score -504917.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -504917.625000 Penalty: 2779.644775 Iteration 25Q: 3 clusters Score -504917.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -504918.125000 Penalty: 2779.644775 Iteration 26Q: 3 clusters Score -504918.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -504918.125000 Penalty: 2779.644775 Iteration 27F: 3 clusters Score -504918.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 5009 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2140 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Mstep: Class 20 contains 1643 members Entering Unmasked Estep Score: -8150057.000000 Penalty: 36991.007812 Splitting cluster 6 changes total score from -8133287.500000 to -8150057.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 8 (1374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Entering Unmasked Estep Score: -112518.554688 Penalty: 1174.140747 Iteration 0F: 2 clusters Score -112518.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -110998.546875 Penalty: 2348.281494 Iteration 0F: 3 clusters Score -110998.5 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -111658.195312 Penalty: 2348.281494 Iteration 1F: 3 clusters Score -111658.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -111944.734375 Penalty: 2348.281494 Iteration 2F: 3 clusters Score -111944.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -112112.109375 Penalty: 2348.281494 Iteration 3F: 3 clusters Score -112112.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -112180.007812 Penalty: 2348.281494 Iteration 4Q: 3 clusters Score -112180 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -112252.179688 Penalty: 2348.281494 Iteration 5Q: 3 clusters Score -112252.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -112309.953125 Penalty: 2348.281494 Iteration 6Q: 3 clusters Score -112310 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -112359.679688 Penalty: 2348.281494 Iteration 7Q: 3 clusters Score -112359.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -112379.789062 Penalty: 2348.281494 Iteration 8Q: 3 clusters Score -112379.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -112393.320312 Penalty: 2348.281494 Iteration 9Q: 3 clusters Score -112393.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -112396.953125 Penalty: 2348.281494 Iteration 10Q: 3 clusters Score -112397 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -112399.289062 Penalty: 2348.281494 Iteration 11Q: 3 clusters Score -112399.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -112401.679688 Penalty: 2348.281494 Iteration 12Q: 3 clusters Score -112401.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -112402.867188 Penalty: 2348.281494 Iteration 13Q: 3 clusters Score -112402.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -112404.460938 Penalty: 2348.281494 Iteration 14Q: 3 clusters Score -112404.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -112405.671875 Penalty: 2348.281494 Iteration 15Q: 3 clusters Score -112405.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -112406.953125 Penalty: 2348.281494 Iteration 16Q: 3 clusters Score -112407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -112406.953125 Penalty: 2348.281494 Iteration 17F: 3 clusters Score -112407 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Entering Unmasked Estep Score: -492855.312500 Penalty: 1384.336060 Iteration 0F: 2 clusters Score -492855.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -488859.750000 Penalty: 2768.672119 Iteration 0F: 3 clusters Score -488859.8 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -490122.343750 Penalty: 2768.672119 Iteration 1F: 3 clusters Score -490122.3 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -490555.593750 Penalty: 2768.672119 Iteration 2F: 3 clusters Score -490555.6 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -491042.531250 Penalty: 2768.672119 Iteration 3F: 3 clusters Score -491042.5 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -491379.531250 Penalty: 2768.672119 Iteration 4F: 3 clusters Score -491379.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -491564.156250 Penalty: 2768.672119 Iteration 5F: 3 clusters Score -491564.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -491706.812500 Penalty: 2768.672119 Iteration 6Q: 3 clusters Score -491706.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -491830.062500 Penalty: 2768.672119 Iteration 7Q: 3 clusters Score -491830.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -491949.968750 Penalty: 2768.672119 Iteration 8Q: 3 clusters Score -491950 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -492095.218750 Penalty: 2768.672119 Iteration 9Q: 3 clusters Score -492095.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -492272.625000 Penalty: 2768.672119 Iteration 10Q: 3 clusters Score -492272.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -492478.750000 Penalty: 2768.672119 Iteration 11Q: 3 clusters Score -492478.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -492676.531250 Penalty: 2768.672119 Iteration 12Q: 3 clusters Score -492676.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -492794.687500 Penalty: 2768.672119 Iteration 13Q: 3 clusters Score -492794.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -492886.468750 Penalty: 2768.672119 Iteration 14Q: 3 clusters Score -492886.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -492923.968750 Penalty: 2768.672119 Iteration 15Q: 3 clusters Score -492924 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -492933.656250 Penalty: 2768.672119 Iteration 16Q: 3 clusters Score -492933.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -492946.750000 Penalty: 2768.672119 Iteration 17Q: 3 clusters Score -492946.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -492959.562500 Penalty: 2768.672119 Iteration 18Q: 3 clusters Score -492959.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -492966.750000 Penalty: 2768.672119 Iteration 19Q: 3 clusters Score -492966.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -492977.937500 Penalty: 2768.672119 Iteration 20F: 3 clusters Score -492977.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -492988.156250 Penalty: 2768.672119 Iteration 21Q: 3 clusters Score -492988.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -492994.843750 Penalty: 2768.672119 Iteration 22Q: 3 clusters Score -492994.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -493002.781250 Penalty: 2768.672119 Iteration 23Q: 3 clusters Score -493002.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -493011.718750 Penalty: 2768.672119 Iteration 24Q: 3 clusters Score -493011.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -493015.437500 Penalty: 2768.672119 Iteration 25Q: 3 clusters Score -493015.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -493016.156250 Penalty: 2768.672119 Iteration 26Q: 3 clusters Score -493016.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -493016.562500 Penalty: 2768.672119 Iteration 27Q: 3 clusters Score -493016.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -493016.656250 Penalty: 2768.672119 Iteration 28Q: 3 clusters Score -493016.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -493018.812500 Penalty: 2768.672119 Iteration 29Q: 3 clusters Score -493018.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -493018.906250 Penalty: 2768.672119 Iteration 30Q: 3 clusters Score -493018.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -493020.000000 Penalty: 2768.672119 Iteration 31Q: 3 clusters Score -493020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -493021.437500 Penalty: 2768.672119 Iteration 32Q: 3 clusters Score -493021.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -493024.187500 Penalty: 2768.672119 Iteration 33Q: 3 clusters Score -493024.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -493025.093750 Penalty: 2768.672119 Iteration 34Q: 3 clusters Score -493025.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -493026.343750 Penalty: 2768.672119 Iteration 35Q: 3 clusters Score -493026.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -493027.625000 Penalty: 2768.672119 Iteration 36Q: 3 clusters Score -493027.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -493030.031250 Penalty: 2768.672119 Iteration 37Q: 3 clusters Score -493030 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -493030.031250 Penalty: 2768.672119 Iteration 38F: 3 clusters Score -493030 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 2140 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Mstep: Class 20 contains 1643 members Mstep: Class 21 contains 307 members Entering Unmasked Estep Score: -8149761.500000 Penalty: 38840.558594 Splitting cluster 9 changes total score from -8133287.500000 to -8149761.500000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 10 (2110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Entering Unmasked Estep Score: -197678.859375 Penalty: 1243.847046 Iteration 0F: 2 clusters Score -197678.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -195669.890625 Penalty: 2487.694092 Iteration 0F: 3 clusters Score -195669.9 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -196419.468750 Penalty: 2487.694092 Iteration 1F: 3 clusters Score -196419.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -196892.296875 Penalty: 2487.694092 Iteration 2F: 3 clusters Score -196892.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -197486.125000 Penalty: 2487.694092 Iteration 3F: 3 clusters Score -197486.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -198022.750000 Penalty: 2487.694092 Iteration 4F: 3 clusters Score -198022.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -198376.046875 Penalty: 2487.694092 Iteration 5F: 3 clusters Score -198376 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -198647.281250 Penalty: 2487.694092 Iteration 6Q: 3 clusters Score -198647.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -198737.140625 Penalty: 2487.694092 Iteration 7Q: 3 clusters Score -198737.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -198787.015625 Penalty: 2487.694092 Iteration 8Q: 3 clusters Score -198787 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -198855.343750 Penalty: 2487.694092 Iteration 9Q: 3 clusters Score -198855.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -198950.593750 Penalty: 2487.694092 Iteration 10Q: 3 clusters Score -198950.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -199085.281250 Penalty: 2487.694092 Iteration 11Q: 3 clusters Score -199085.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -199289.765625 Penalty: 2487.694092 Iteration 12Q: 3 clusters Score -199289.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -199529.421875 Penalty: 2487.694092 Iteration 13Q: 3 clusters Score -199529.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -199598.968750 Penalty: 2487.694092 Iteration 14Q: 3 clusters Score -199599 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -199607.296875 Penalty: 2487.694092 Iteration 15Q: 3 clusters Score -199607.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -199619.171875 Penalty: 2487.694092 Iteration 16Q: 3 clusters Score -199619.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -199627.218750 Penalty: 2487.694092 Iteration 17Q: 3 clusters Score -199627.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -199628.734375 Penalty: 2487.694092 Iteration 18Q: 3 clusters Score -199628.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -199629.375000 Penalty: 2487.694092 Iteration 19Q: 3 clusters Score -199629.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -199629.375000 Penalty: 2487.694092 Iteration 20F: 3 clusters Score -199629.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 1107 members Mstep: Class 11 contains 2140 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Mstep: Class 20 contains 1643 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 1003 members Entering Unmasked Estep Score: -8151104.000000 Penalty: 40690.109375 Splitting cluster 10 changes total score from -8133287.500000 to -8151104.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 11 (2140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Entering Unmasked Estep Score: -203944.250000 Penalty: 1246.141113 Iteration 0F: 2 clusters Score -203944.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -201772.343750 Penalty: 2492.282227 Iteration 0F: 3 clusters Score -201772.3 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -202291.953125 Penalty: 2492.282227 Iteration 1F: 3 clusters Score -202292 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -202427.375000 Penalty: 2492.282227 Iteration 2F: 3 clusters Score -202427.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -202527.625000 Penalty: 2492.282227 Iteration 3F: 3 clusters Score -202527.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -202594.421875 Penalty: 2492.282227 Iteration 4Q: 3 clusters Score -202594.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -202673.875000 Penalty: 2492.282227 Iteration 5Q: 3 clusters Score -202673.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -202787.796875 Penalty: 2492.282227 Iteration 6Q: 3 clusters Score -202787.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -202876.937500 Penalty: 2492.282227 Iteration 7Q: 3 clusters Score -202876.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -202960.296875 Penalty: 2492.282227 Iteration 8Q: 3 clusters Score -202960.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -203040.265625 Penalty: 2492.282227 Iteration 9Q: 3 clusters Score -203040.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -203099.031250 Penalty: 2492.282227 Iteration 10Q: 3 clusters Score -203099 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -203152.375000 Penalty: 2492.282227 Iteration 11Q: 3 clusters Score -203152.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -203186.093750 Penalty: 2492.282227 Iteration 12Q: 3 clusters Score -203186.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -203216.296875 Penalty: 2492.282227 Iteration 13Q: 3 clusters Score -203216.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -203245.171875 Penalty: 2492.282227 Iteration 14Q: 3 clusters Score -203245.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -203288.750000 Penalty: 2492.282227 Iteration 15Q: 3 clusters Score -203288.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -203331.875000 Penalty: 2492.282227 Iteration 16Q: 3 clusters Score -203331.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -203377.890625 Penalty: 2492.282227 Iteration 17Q: 3 clusters Score -203377.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -203428.187500 Penalty: 2492.282227 Iteration 18Q: 3 clusters Score -203428.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -203482.546875 Penalty: 2492.282227 Iteration 19Q: 3 clusters Score -203482.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -203526.312500 Penalty: 2492.282227 Iteration 20F: 3 clusters Score -203526.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -203558.953125 Penalty: 2492.282227 Iteration 21Q: 3 clusters Score -203559 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -203594.390625 Penalty: 2492.282227 Iteration 22Q: 3 clusters Score -203594.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -203620.421875 Penalty: 2492.282227 Iteration 23Q: 3 clusters Score -203620.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -203630.890625 Penalty: 2492.282227 Iteration 24Q: 3 clusters Score -203630.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -203642.375000 Penalty: 2492.282227 Iteration 25Q: 3 clusters Score -203642.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -203651.125000 Penalty: 2492.282227 Iteration 26Q: 3 clusters Score -203651.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -203663.718750 Penalty: 2492.282227 Iteration 27Q: 3 clusters Score -203663.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -203677.390625 Penalty: 2492.282227 Iteration 28Q: 3 clusters Score -203677.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -203699.562500 Penalty: 2492.282227 Iteration 29Q: 3 clusters Score -203699.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -203752.375000 Penalty: 2492.282227 Iteration 30Q: 3 clusters Score -203752.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -203851.515625 Penalty: 2492.282227 Iteration 31Q: 3 clusters Score -203851.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -204040.203125 Penalty: 2492.282227 Iteration 32Q: 3 clusters Score -204040.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -204162.765625 Penalty: 2492.282227 Iteration 33Q: 3 clusters Score -204162.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -204193.968750 Penalty: 2492.282227 Iteration 34Q: 3 clusters Score -204194 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -204204.781250 Penalty: 2492.282227 Iteration 35Q: 3 clusters Score -204204.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -204211.984375 Penalty: 2492.282227 Iteration 36Q: 3 clusters Score -204212 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -204226.296875 Penalty: 2492.282227 Iteration 37Q: 3 clusters Score -204226.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -204243.109375 Penalty: 2492.282227 Iteration 38Q: 3 clusters Score -204243.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -204281.125000 Penalty: 2492.282227 Iteration 39Q: 3 clusters Score -204281.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -204341.359375 Penalty: 2492.282227 Iteration 40F: 3 clusters Score -204341.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -204411.906250 Penalty: 2492.282227 Iteration 41Q: 3 clusters Score -204411.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -204445.328125 Penalty: 2492.282227 Iteration 42Q: 3 clusters Score -204445.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -204448.484375 Penalty: 2492.282227 Iteration 43Q: 3 clusters Score -204448.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -204448.578125 Penalty: 2492.282227 Iteration 44Q: 3 clusters Score -204448.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -204448.578125 Penalty: 2492.282227 Iteration 45F: 3 clusters Score -204448.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 1107 members Mstep: Class 11 contains 869 members Mstep: Class 12 contains 11963 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Mstep: Class 20 contains 1643 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 1003 members Mstep: Class 23 contains 1271 members Entering Unmasked Estep Score: -8151012.000000 Penalty: 42539.656250 Splitting cluster 11 changes total score from -8133287.500000 to -8151012.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 12 (11963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Entering Unmasked Estep Score: -1164538.000000 Penalty: 1525.805786 Iteration 0F: 2 clusters Score -1164538 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1156052.875000 Penalty: 3051.611572 Iteration 0F: 3 clusters Score -1156053 nChanged 5329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -1159116.250000 Penalty: 3051.611572 Iteration 1F: 3 clusters Score -1159116 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -1160054.000000 Penalty: 3051.611572 Iteration 2F: 3 clusters Score -1160054 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1161511.625000 Penalty: 3051.611572 Iteration 3F: 3 clusters Score -1161512 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1162998.500000 Penalty: 3051.611572 Iteration 4F: 3 clusters Score -1162998 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -1164253.375000 Penalty: 3051.611572 Iteration 5F: 3 clusters Score -1164253 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1165263.250000 Penalty: 3051.611572 Iteration 6F: 3 clusters Score -1165263 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -1165955.625000 Penalty: 3051.611572 Iteration 7F: 3 clusters Score -1165956 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1166248.250000 Penalty: 3051.611572 Iteration 8Q: 3 clusters Score -1166248 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1166367.000000 Penalty: 3051.611572 Iteration 9Q: 3 clusters Score -1166367 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1166430.125000 Penalty: 3051.611572 Iteration 10Q: 3 clusters Score -1166430 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1166464.750000 Penalty: 3051.611572 Iteration 11Q: 3 clusters Score -1166465 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1166487.875000 Penalty: 3051.611572 Iteration 12Q: 3 clusters Score -1166488 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -1166506.125000 Penalty: 3051.611572 Iteration 13Q: 3 clusters Score -1166506 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -1166517.250000 Penalty: 3051.611572 Iteration 14Q: 3 clusters Score -1166517 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9078 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1166524.250000 Penalty: 3051.611572 Iteration 15Q: 3 clusters Score -1166524 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1166529.000000 Penalty: 3051.611572 Iteration 16Q: 3 clusters Score -1166529 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1166533.125000 Penalty: 3051.611572 Iteration 17Q: 3 clusters Score -1166533 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -1166538.250000 Penalty: 3051.611572 Iteration 18Q: 3 clusters Score -1166538 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1166544.000000 Penalty: 3051.611572 Iteration 19Q: 3 clusters Score -1166544 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1166544.375000 Penalty: 3051.611572 Iteration 20F: 3 clusters Score -1166544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1166547.750000 Penalty: 3051.611572 Iteration 21Q: 3 clusters Score -1166548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -1166547.000000 Penalty: 3051.611572 Iteration 22Q: 3 clusters Score -1166547 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1166548.250000 Penalty: 3051.611572 Iteration 23Q: 3 clusters Score -1166548 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9204 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -1166553.250000 Penalty: 3051.611572 Iteration 24Q: 3 clusters Score -1166553 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1166556.625000 Penalty: 3051.611572 Iteration 25Q: 3 clusters Score -1166557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -1166557.375000 Penalty: 3051.611572 Iteration 26Q: 3 clusters Score -1166557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -1166556.000000 Penalty: 3051.611572 Iteration 27Q: 3 clusters Score -1166556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -1166556.125000 Penalty: 3051.611572 Iteration 28Q: 3 clusters Score -1166556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1166556.500000 Penalty: 3051.611572 Iteration 29Q: 3 clusters Score -1166556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1166554.750000 Penalty: 3051.611572 Iteration 30Q: 3 clusters Score -1166555 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1166554.250000 Penalty: 3051.611572 Iteration 31Q: 3 clusters Score -1166554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1166554.250000 Penalty: 3051.611572 Iteration 32F: 3 clusters Score -1166554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 1107 members Mstep: Class 11 contains 869 members Mstep: Class 12 contains 9227 members Mstep: Class 13 contains 13886 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Mstep: Class 20 contains 1643 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 1003 members Mstep: Class 23 contains 1271 members Mstep: Class 24 contains 2736 members Entering Unmasked Estep Score: -8152683.500000 Penalty: 44389.207031 Splitting cluster 12 changes total score from -8133287.500000 to -8152683.500000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 13 (13886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13886 members Entering Unmasked Estep Score: -1328855.750000 Penalty: 1550.028442 Iteration 0F: 2 clusters Score -1328856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1319212.250000 Penalty: 3100.056885 Iteration 0F: 3 clusters Score -1319212 nChanged 6147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -1323549.750000 Penalty: 3100.056885 Iteration 1F: 3 clusters Score -1323550 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -1325345.125000 Penalty: 3100.056885 Iteration 2F: 3 clusters Score -1325345 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -1327549.500000 Penalty: 3100.056885 Iteration 3F: 3 clusters Score -1327550 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1329755.625000 Penalty: 3100.056885 Iteration 4F: 3 clusters Score -1329756 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1331565.250000 Penalty: 3100.056885 Iteration 5F: 3 clusters Score -1331565 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8735 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -1332733.125000 Penalty: 3100.056885 Iteration 6F: 3 clusters Score -1332733 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1333594.625000 Penalty: 3100.056885 Iteration 7Q: 3 clusters Score -1333595 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -1334348.125000 Penalty: 3100.056885 Iteration 8Q: 3 clusters Score -1334348 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -1334941.625000 Penalty: 3100.056885 Iteration 9Q: 3 clusters Score -1334942 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1335206.875000 Penalty: 3100.056885 Iteration 10Q: 3 clusters Score -1335207 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7525 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -1335282.750000 Penalty: 3100.056885 Iteration 11Q: 3 clusters Score -1335283 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -1335306.375000 Penalty: 3100.056885 Iteration 12Q: 3 clusters Score -1335306 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -1335319.375000 Penalty: 3100.056885 Iteration 13Q: 3 clusters Score -1335319 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1335321.375000 Penalty: 3100.056885 Iteration 14Q: 3 clusters Score -1335321 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -1335325.125000 Penalty: 3100.056885 Iteration 15Q: 3 clusters Score -1335325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -1335323.000000 Penalty: 3100.056885 Iteration 16Q: 3 clusters Score -1335323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -1335324.250000 Penalty: 3100.056885 Iteration 17Q: 3 clusters Score -1335324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -1335331.250000 Penalty: 3100.056885 Iteration 18F: 3 clusters Score -1335331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -1335332.875000 Penalty: 3100.056885 Iteration 19Q: 3 clusters Score -1335333 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1335332.000000 Penalty: 3100.056885 Iteration 20F: 3 clusters Score -1335332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -1335330.375000 Penalty: 3100.056885 Iteration 21Q: 3 clusters Score -1335330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -1335332.375000 Penalty: 3100.056885 Iteration 22Q: 3 clusters Score -1335332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -1335332.375000 Penalty: 3100.056885 Iteration 23F: 3 clusters Score -1335332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 1107 members Mstep: Class 11 contains 869 members Mstep: Class 12 contains 9227 members Mstep: Class 13 contains 7407 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 4181 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Mstep: Class 20 contains 1643 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 1003 members Mstep: Class 23 contains 1271 members Mstep: Class 24 contains 2736 members Mstep: Class 25 contains 6479 members Entering Unmasked Estep Score: -8158868.500000 Penalty: 46238.757812 Splitting cluster 13 changes total score from -8133287.500000 to -8158868.500000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 14 (16139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16139 members Entering Unmasked Estep Score: -1530375.250000 Penalty: 1574.461548 Iteration 0F: 2 clusters Score -1530375 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -1519179.250000 Penalty: 3148.923096 Iteration 0F: 3 clusters Score -1519179 nChanged 7268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -1523186.625000 Penalty: 3148.923096 Iteration 1F: 3 clusters Score -1523187 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1523747.000000 Penalty: 3148.923096 Iteration 2F: 3 clusters Score -1523747 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -1524609.250000 Penalty: 3148.923096 Iteration 3F: 3 clusters Score -1524609 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -1525868.000000 Penalty: 3148.923096 Iteration 4F: 3 clusters Score -1525868 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9135 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -1527221.000000 Penalty: 3148.923096 Iteration 5F: 3 clusters Score -1527221 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -1528346.500000 Penalty: 3148.923096 Iteration 6F: 3 clusters Score -1528346 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10010 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -1529111.250000 Penalty: 3148.923096 Iteration 7F: 3 clusters Score -1529111 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1529440.000000 Penalty: 3148.923096 Iteration 8Q: 3 clusters Score -1529440 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -1529582.375000 Penalty: 3148.923096 Iteration 9Q: 3 clusters Score -1529582 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -1529640.875000 Penalty: 3148.923096 Iteration 10Q: 3 clusters Score -1529641 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1529675.375000 Penalty: 3148.923096 Iteration 11Q: 3 clusters Score -1529675 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10521 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1529692.375000 Penalty: 3148.923096 Iteration 12Q: 3 clusters Score -1529692 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1529709.375000 Penalty: 3148.923096 Iteration 13Q: 3 clusters Score -1529709 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -1529725.125000 Penalty: 3148.923096 Iteration 14Q: 3 clusters Score -1529725 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1529733.500000 Penalty: 3148.923096 Iteration 15Q: 3 clusters Score -1529734 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10709 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1529740.000000 Penalty: 3148.923096 Iteration 16Q: 3 clusters Score -1529740 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1529742.000000 Penalty: 3148.923096 Iteration 17Q: 3 clusters Score -1529742 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -1529747.250000 Penalty: 3148.923096 Iteration 18Q: 3 clusters Score -1529747 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10795 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -1529750.625000 Penalty: 3148.923096 Iteration 19Q: 3 clusters Score -1529751 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -1529758.750000 Penalty: 3148.923096 Iteration 20F: 3 clusters Score -1529759 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10849 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1529765.625000 Penalty: 3148.923096 Iteration 21Q: 3 clusters Score -1529766 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10874 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -1529764.750000 Penalty: 3148.923096 Iteration 22Q: 3 clusters Score -1529765 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -1529764.500000 Penalty: 3148.923096 Iteration 23Q: 3 clusters Score -1529764 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -1529769.000000 Penalty: 3148.923096 Iteration 24Q: 3 clusters Score -1529769 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1529769.875000 Penalty: 3148.923096 Iteration 25Q: 3 clusters Score -1529770 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -1529770.625000 Penalty: 3148.923096 Iteration 26Q: 3 clusters Score -1529771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -1529773.125000 Penalty: 3148.923096 Iteration 27Q: 3 clusters Score -1529773 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1529772.750000 Penalty: 3148.923096 Iteration 28Q: 3 clusters Score -1529773 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -1529773.250000 Penalty: 3148.923096 Iteration 29Q: 3 clusters Score -1529773 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10964 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1529773.500000 Penalty: 3148.923096 Iteration 30Q: 3 clusters Score -1529774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1529773.500000 Penalty: 3148.923096 Iteration 31Q: 3 clusters Score -1529774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1529773.125000 Penalty: 3148.923096 Iteration 32Q: 3 clusters Score -1529773 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10971 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -1529771.250000 Penalty: 3148.923096 Iteration 33Q: 3 clusters Score -1529771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -1529771.875000 Penalty: 3148.923096 Iteration 34Q: 3 clusters Score -1529772 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -1529774.375000 Penalty: 3148.923096 Iteration 35Q: 3 clusters Score -1529774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1529774.000000 Penalty: 3148.923096 Iteration 36Q: 3 clusters Score -1529774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10981 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -1529773.625000 Penalty: 3148.923096 Iteration 37Q: 3 clusters Score -1529774 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -1529775.000000 Penalty: 3148.923096 Iteration 38Q: 3 clusters Score -1529775 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1529777.875000 Penalty: 3148.923096 Iteration 39Q: 3 clusters Score -1529778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10986 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -1529777.125000 Penalty: 3148.923096 Iteration 40F: 3 clusters Score -1529777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -1529778.875000 Penalty: 3148.923096 Iteration 41Q: 3 clusters Score -1529779 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1529779.500000 Penalty: 3148.923096 Iteration 42Q: 3 clusters Score -1529780 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -1529778.750000 Penalty: 3148.923096 Iteration 43Q: 3 clusters Score -1529779 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -1529778.750000 Penalty: 3148.923096 Iteration 44F: 3 clusters Score -1529779 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Entering Unmasked Estep Score: -573140.125000 Penalty: 1414.589478 Iteration 0F: 2 clusters Score -573140.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -568494.875000 Penalty: 2829.178955 Iteration 0F: 3 clusters Score -568494.9 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -569840.875000 Penalty: 2829.178955 Iteration 1F: 3 clusters Score -569840.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -570028.750000 Penalty: 2829.178955 Iteration 2F: 3 clusters Score -570028.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -570172.750000 Penalty: 2829.178955 Iteration 3F: 3 clusters Score -570172.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -570299.750000 Penalty: 2829.178955 Iteration 4Q: 3 clusters Score -570299.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -570410.625000 Penalty: 2829.178955 Iteration 5Q: 3 clusters Score -570410.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -570523.625000 Penalty: 2829.178955 Iteration 6Q: 3 clusters Score -570523.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -570662.375000 Penalty: 2829.178955 Iteration 7Q: 3 clusters Score -570662.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -570847.562500 Penalty: 2829.178955 Iteration 8Q: 3 clusters Score -570847.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -571084.312500 Penalty: 2829.178955 Iteration 9Q: 3 clusters Score -571084.3 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -571285.500000 Penalty: 2829.178955 Iteration 10Q: 3 clusters Score -571285.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -571449.750000 Penalty: 2829.178955 Iteration 11Q: 3 clusters Score -571449.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -571585.375000 Penalty: 2829.178955 Iteration 12Q: 3 clusters Score -571585.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -571682.812500 Penalty: 2829.178955 Iteration 13Q: 3 clusters Score -571682.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -571753.062500 Penalty: 2829.178955 Iteration 14Q: 3 clusters Score -571753.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -571802.250000 Penalty: 2829.178955 Iteration 15Q: 3 clusters Score -571802.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -571842.312500 Penalty: 2829.178955 Iteration 16Q: 3 clusters Score -571842.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -571875.625000 Penalty: 2829.178955 Iteration 17Q: 3 clusters Score -571875.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -571905.625000 Penalty: 2829.178955 Iteration 18Q: 3 clusters Score -571905.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -571928.812500 Penalty: 2829.178955 Iteration 19Q: 3 clusters Score -571928.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -571950.687500 Penalty: 2829.178955 Iteration 20F: 3 clusters Score -571950.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -571980.250000 Penalty: 2829.178955 Iteration 21Q: 3 clusters Score -571980.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -571999.687500 Penalty: 2829.178955 Iteration 22Q: 3 clusters Score -571999.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -572022.125000 Penalty: 2829.178955 Iteration 23Q: 3 clusters Score -572022.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -572041.875000 Penalty: 2829.178955 Iteration 24Q: 3 clusters Score -572041.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -572057.250000 Penalty: 2829.178955 Iteration 25Q: 3 clusters Score -572057.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -572071.812500 Penalty: 2829.178955 Iteration 26Q: 3 clusters Score -572071.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -572082.187500 Penalty: 2829.178955 Iteration 27Q: 3 clusters Score -572082.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -572100.562500 Penalty: 2829.178955 Iteration 28Q: 3 clusters Score -572100.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -572125.000000 Penalty: 2829.178955 Iteration 29Q: 3 clusters Score -572125 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -572154.437500 Penalty: 2829.178955 Iteration 30Q: 3 clusters Score -572154.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -572196.750000 Penalty: 2829.178955 Iteration 31Q: 3 clusters Score -572196.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -572250.250000 Penalty: 2829.178955 Iteration 32Q: 3 clusters Score -572250.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -572296.312500 Penalty: 2829.178955 Iteration 33Q: 3 clusters Score -572296.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -572326.312500 Penalty: 2829.178955 Iteration 34Q: 3 clusters Score -572326.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -572351.062500 Penalty: 2829.178955 Iteration 35Q: 3 clusters Score -572351.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -572375.500000 Penalty: 2829.178955 Iteration 36Q: 3 clusters Score -572375.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -572392.500000 Penalty: 2829.178955 Iteration 37Q: 3 clusters Score -572392.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -572414.312500 Penalty: 2829.178955 Iteration 38Q: 3 clusters Score -572414.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -572431.625000 Penalty: 2829.178955 Iteration 39Q: 3 clusters Score -572431.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -572445.500000 Penalty: 2829.178955 Iteration 40F: 3 clusters Score -572445.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -572458.250000 Penalty: 2829.178955 Iteration 41Q: 3 clusters Score -572458.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -572478.125000 Penalty: 2829.178955 Iteration 42Q: 3 clusters Score -572478.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -572509.375000 Penalty: 2829.178955 Iteration 43Q: 3 clusters Score -572509.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -572552.750000 Penalty: 2829.178955 Iteration 44Q: 3 clusters Score -572552.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -572599.125000 Penalty: 2829.178955 Iteration 45Q: 3 clusters Score -572599.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -572623.937500 Penalty: 2829.178955 Iteration 46Q: 3 clusters Score -572623.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -572642.312500 Penalty: 2829.178955 Iteration 47Q: 3 clusters Score -572642.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -572654.062500 Penalty: 2829.178955 Iteration 48Q: 3 clusters Score -572654.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -572657.750000 Penalty: 2829.178955 Iteration 49Q: 3 clusters Score -572657.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -572664.312500 Penalty: 2829.178955 Iteration 50Q: 3 clusters Score -572664.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -572667.250000 Penalty: 2829.178955 Iteration 51Q: 3 clusters Score -572667.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -572672.312500 Penalty: 2829.178955 Iteration 52Q: 3 clusters Score -572672.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -572675.687500 Penalty: 2829.178955 Iteration 53Q: 3 clusters Score -572675.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -572677.750000 Penalty: 2829.178955 Iteration 54Q: 3 clusters Score -572677.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -572680.750000 Penalty: 2829.178955 Iteration 55Q: 3 clusters Score -572680.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -572683.125000 Penalty: 2829.178955 Iteration 56Q: 3 clusters Score -572683.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -572684.375000 Penalty: 2829.178955 Iteration 57Q: 3 clusters Score -572684.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -572685.000000 Penalty: 2829.178955 Iteration 58Q: 3 clusters Score -572685 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -572687.375000 Penalty: 2829.178955 Iteration 59Q: 3 clusters Score -572687.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -572687.937500 Penalty: 2829.178955 Iteration 60F: 3 clusters Score -572687.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -572689.312500 Penalty: 2829.178955 Iteration 61Q: 3 clusters Score -572689.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -572689.187500 Penalty: 2829.178955 Iteration 62Q: 3 clusters Score -572689.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -572690.250000 Penalty: 2829.178955 Iteration 63Q: 3 clusters Score -572690.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -572690.437500 Penalty: 2829.178955 Iteration 64Q: 3 clusters Score -572690.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -572690.625000 Penalty: 2829.178955 Iteration 65Q: 3 clusters Score -572690.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -572691.250000 Penalty: 2829.178955 Iteration 66Q: 3 clusters Score -572691.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -572691.250000 Penalty: 2829.178955 Iteration 67F: 3 clusters Score -572691.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Entering Unmasked Estep Score: -401792.656250 Penalty: 1354.974609 Iteration 0F: 2 clusters Score -401792.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -398300.343750 Penalty: 2709.949219 Iteration 0F: 3 clusters Score -398300.3 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -399372.062500 Penalty: 2709.949219 Iteration 1F: 3 clusters Score -399372.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -399814.812500 Penalty: 2709.949219 Iteration 2F: 3 clusters Score -399814.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -400338.843750 Penalty: 2709.949219 Iteration 3F: 3 clusters Score -400338.8 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -401063.750000 Penalty: 2709.949219 Iteration 4F: 3 clusters Score -401063.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -401773.468750 Penalty: 2709.949219 Iteration 5F: 3 clusters Score -401773.5 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -402335.531250 Penalty: 2709.949219 Iteration 6F: 3 clusters Score -402335.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -402593.718750 Penalty: 2709.949219 Iteration 7Q: 3 clusters Score -402593.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -402650.750000 Penalty: 2709.949219 Iteration 8Q: 3 clusters Score -402650.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -402673.968750 Penalty: 2709.949219 Iteration 9Q: 3 clusters Score -402674 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -402685.906250 Penalty: 2709.949219 Iteration 10Q: 3 clusters Score -402685.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -402688.968750 Penalty: 2709.949219 Iteration 11Q: 3 clusters Score -402689 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -402692.250000 Penalty: 2709.949219 Iteration 12Q: 3 clusters Score -402692.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -402691.906250 Penalty: 2709.949219 Iteration 13Q: 3 clusters Score -402691.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -402691.843750 Penalty: 2709.949219 Iteration 14Q: 3 clusters Score -402691.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -402691.843750 Penalty: 2709.949219 Iteration 15F: 3 clusters Score -402691.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 1107 members Mstep: Class 11 contains 869 members Mstep: Class 12 contains 9227 members Mstep: Class 13 contains 7407 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 2491 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Mstep: Class 20 contains 1643 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 1003 members Mstep: Class 23 contains 1271 members Mstep: Class 24 contains 2736 members Mstep: Class 25 contains 6479 members Mstep: Class 26 contains 1690 members Entering Unmasked Estep Score: -8159279.500000 Penalty: 48088.308594 Splitting cluster 16 changes total score from -8133287.500000 to -8159279.500000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 17 (1790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Entering Unmasked Estep Score: -152494.359375 Penalty: 1217.120239 Iteration 0F: 2 clusters Score -152494.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -150584.656250 Penalty: 2434.240479 Iteration 0F: 3 clusters Score -150584.7 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -151156.187500 Penalty: 2434.240479 Iteration 1F: 3 clusters Score -151156.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -151398.859375 Penalty: 2434.240479 Iteration 2F: 3 clusters Score -151398.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -151601.843750 Penalty: 2434.240479 Iteration 3F: 3 clusters Score -151601.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -151788.062500 Penalty: 2434.240479 Iteration 4F: 3 clusters Score -151788.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -151936.375000 Penalty: 2434.240479 Iteration 5Q: 3 clusters Score -151936.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -152084.953125 Penalty: 2434.240479 Iteration 6F: 3 clusters Score -152085 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -152321.671875 Penalty: 2434.240479 Iteration 7Q: 3 clusters Score -152321.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -152626.500000 Penalty: 2434.240479 Iteration 8F: 3 clusters Score -152626.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -152963.734375 Penalty: 2434.240479 Iteration 9F: 3 clusters Score -152963.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -153252.890625 Penalty: 2434.240479 Iteration 10Q: 3 clusters Score -153252.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -153362.671875 Penalty: 2434.240479 Iteration 11Q: 3 clusters Score -153362.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -153398.359375 Penalty: 2434.240479 Iteration 12Q: 3 clusters Score -153398.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -153429.687500 Penalty: 2434.240479 Iteration 13Q: 3 clusters Score -153429.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -153466.359375 Penalty: 2434.240479 Iteration 14Q: 3 clusters Score -153466.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -153524.734375 Penalty: 2434.240479 Iteration 15Q: 3 clusters Score -153524.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -153630.171875 Penalty: 2434.240479 Iteration 16Q: 3 clusters Score -153630.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -153689.578125 Penalty: 2434.240479 Iteration 17Q: 3 clusters Score -153689.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -153730.468750 Penalty: 2434.240479 Iteration 18Q: 3 clusters Score -153730.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -153737.843750 Penalty: 2434.240479 Iteration 19Q: 3 clusters Score -153737.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -153739.968750 Penalty: 2434.240479 Iteration 20F: 3 clusters Score -153740 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2241 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 1107 members Mstep: Class 11 contains 869 members Mstep: Class 12 contains 9227 members Mstep: Class 13 contains 7407 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 2491 members Mstep: Class 17 contains 919 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 2771 members Mstep: Class 20 contains 1643 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 1003 members Mstep: Class 23 contains 1271 members Mstep: Class 24 contains 2736 members Mstep: Class 25 contains 6479 members Mstep: Class 26 contains 1690 members Mstep: Class 27 contains 871 members Entering Unmasked Estep Score: -8159889.500000 Penalty: 49937.859375 Splitting cluster 17 changes total score from -8133287.500000 to -8159889.500000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 18 (573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Entering Unmasked Estep Score: -47394.230469 Penalty: 1032.018921 Iteration 0F: 2 clusters Score -47394.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -46301.503906 Penalty: 2064.037842 Iteration 0F: 3 clusters Score -46301.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -46502.882812 Penalty: 2064.037842 Iteration 1F: 3 clusters Score -46502.88 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -46551.300781 Penalty: 2064.037842 Iteration 2F: 3 clusters Score -46551.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -46598.410156 Penalty: 2064.037842 Iteration 3Q: 3 clusters Score -46598.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -46632.652344 Penalty: 2064.037842 Iteration 4Q: 3 clusters Score -46632.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -46671.886719 Penalty: 2064.037842 Iteration 5Q: 3 clusters Score -46671.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -46701.605469 Penalty: 2064.037842 Iteration 6Q: 3 clusters Score -46701.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -46738.847656 Penalty: 2064.037842 Iteration 7Q: 3 clusters Score -46738.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -46760.875000 Penalty: 2064.037842 Iteration 8Q: 3 clusters Score -46760.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -46785.984375 Penalty: 2064.037842 Iteration 9Q: 3 clusters Score -46785.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -46809.695312 Penalty: 2064.037842 Iteration 10Q: 3 clusters Score -46809.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -46826.636719 Penalty: 2064.037842 Iteration 11Q: 3 clusters Score -46826.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -46850.746094 Penalty: 2064.037842 Iteration 12Q: 3 clusters Score -46850.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -46931.191406 Penalty: 2064.037842 Iteration 13Q: 3 clusters Score -46931.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -47001.753906 Penalty: 2064.037842 Iteration 14Q: 3 clusters Score -47001.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -47042.636719 Penalty: 2064.037842 Iteration 15Q: 3 clusters Score -47042.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -47065.839844 Penalty: 2064.037842 Iteration 16Q: 3 clusters Score -47065.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -47071.496094 Penalty: 2064.037842 Iteration 17Q: 3 clusters Score -47071.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47073.687500 Penalty: 2064.037842 Iteration 18Q: 3 clusters Score -47073.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47073.992188 Penalty: 2064.037842 Iteration 19F: 3 clusters Score -47073.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -47075.890625 Penalty: 2064.037842 Iteration 20F: 3 clusters Score -47075.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47124.488281 Penalty: 2064.037842 Iteration 21Q: 3 clusters Score -47124.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47150.539062 Penalty: 2064.037842 Iteration 22Q: 3 clusters Score -47150.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -47181.378906 Penalty: 2064.037842 Iteration 23Q: 3 clusters Score -47181.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -47188.730469 Penalty: 2064.037842 Iteration 24Q: 3 clusters Score -47188.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -47200.054688 Penalty: 2064.037842 Iteration 25Q: 3 clusters Score -47200.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -47209.339844 Penalty: 2064.037842 Iteration 26Q: 3 clusters Score -47209.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -47210.304688 Penalty: 2064.037842 Iteration 27Q: 3 clusters Score -47210.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -47211.578125 Penalty: 2064.037842 Iteration 28Q: 3 clusters Score -47211.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -47213.097656 Penalty: 2064.037842 Iteration 29Q: 3 clusters Score -47213.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -47214.511719 Penalty: 2064.037842 Iteration 30Q: 3 clusters Score -47214.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -47214.511719 Penalty: 2064.037842 Iteration 31F: 3 clusters Score -47214.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1537 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 8559 members Mstep: Class 6 contains 3538 members Mstep: Class 8 contains 1374 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 1107 members Mstep: Class 11 contains 869 members Mstep: Class 12 contains 9227 members Mstep: Class 13 contains 7407 members Mstep: Class 14 contains 16139 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 2491 members Mstep: Class 17 contains 919 members Mstep: Class 18 contains 573 members Entering Unmasked Estep ConsiderDeletion Score: -8162325.000000 Penalty: 49937.859375 Iteration 39Q: 28 clusters Score -8162325 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2199 members Mstep: Class 3 contains 1033 members Mstep: Class 4 contains 645 members Mstep: Class 5 contains 8513 members Mstep: Class 6 contains 3510 members Mstep: Class 7 contains 533 members Mstep: Class 8 contains 1353 members Mstep: Class 9 contains 4688 members Mstep: Class 10 contains 1147 members Mstep: Class 11 contains 943 members Mstep: Class 12 contains 9215 members Mstep: Class 13 contains 7346 members Mstep: Class 14 contains 16155 members Mstep: Class 15 contains 6042 members Mstep: Class 16 contains 2531 members Mstep: Class 17 contains 1148 members Mstep: Class 18 contains 553 members Mstep: Class 19 contains 2831 members Mstep: Class 20 contains 1609 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 989 members Mstep: Class 23 contains 1259 members Mstep: Class 24 contains 2672 members Mstep: Class 25 contains 6417 members Mstep: Class 26 contains 1618 members Mstep: Class 27 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -8165008.000000 Penalty: 49937.859375 Iteration 40F: 28 clusters Score -8165008 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2209 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 641 members Mstep: Class 5 contains 8498 members Mstep: Class 6 contains 3433 members Mstep: Class 7 contains 572 members Mstep: Class 8 contains 1256 members Mstep: Class 9 contains 4654 members Mstep: Class 10 contains 1158 members Mstep: Class 11 contains 963 members Mstep: Class 12 contains 9189 members Mstep: Class 13 contains 7310 members Mstep: Class 14 contains 16011 members Mstep: Class 15 contains 6043 members Mstep: Class 16 contains 2540 members Mstep: Class 17 contains 1219 members Mstep: Class 18 contains 510 members Mstep: Class 19 contains 2869 members Mstep: Class 20 contains 1670 members Mstep: Class 21 contains 355 members Mstep: Class 22 contains 996 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 2651 members Mstep: Class 25 contains 6428 members Mstep: Class 26 contains 1692 members Mstep: Class 27 contains 993 members Entering Unmasked Estep ConsiderDeletion Score: -8166186.500000 Penalty: 49937.859375 Iteration 41Q: 28 clusters Score -8166186 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2202 members Mstep: Class 3 contains 1004 members Mstep: Class 4 contains 639 members Mstep: Class 5 contains 8504 members Mstep: Class 6 contains 3394 members Mstep: Class 7 contains 597 members Mstep: Class 8 contains 1205 members Mstep: Class 9 contains 4642 members Mstep: Class 10 contains 1167 members Mstep: Class 11 contains 989 members Mstep: Class 12 contains 9189 members Mstep: Class 13 contains 7282 members Mstep: Class 14 contains 15913 members Mstep: Class 15 contains 6050 members Mstep: Class 16 contains 2546 members Mstep: Class 17 contains 1265 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2894 members Mstep: Class 20 contains 1686 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 998 members Mstep: Class 23 contains 1281 members Mstep: Class 24 contains 2627 members Mstep: Class 25 contains 6425 members Mstep: Class 26 contains 1714 members Mstep: Class 27 contains 1089 members Entering Unmasked Estep ConsiderDeletion Score: -8166618.000000 Penalty: 49937.859375 Iteration 42Q: 28 clusters Score -8166618 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2194 members Mstep: Class 3 contains 1003 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8510 members Mstep: Class 6 contains 3389 members Mstep: Class 7 contains 625 members Mstep: Class 8 contains 1178 members Mstep: Class 9 contains 4632 members Mstep: Class 10 contains 1177 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 9197 members Mstep: Class 13 contains 7273 members Mstep: Class 14 contains 15825 members Mstep: Class 15 contains 6054 members Mstep: Class 16 contains 2546 members Mstep: Class 17 contains 1293 members Mstep: Class 18 contains 498 members Mstep: Class 19 contains 2900 members Mstep: Class 20 contains 1689 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1004 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 2616 members Mstep: Class 25 contains 6420 members Mstep: Class 26 contains 1714 members Mstep: Class 27 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -8166950.000000 Penalty: 49937.859375 Iteration 43Q: 28 clusters Score -8166950 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2182 members Mstep: Class 3 contains 1003 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8516 members Mstep: Class 6 contains 3379 members Mstep: Class 7 contains 646 members Mstep: Class 8 contains 1152 members Mstep: Class 9 contains 4632 members Mstep: Class 10 contains 1184 members Mstep: Class 11 contains 1013 members Mstep: Class 12 contains 9199 members Mstep: Class 13 contains 7267 members Mstep: Class 14 contains 15751 members Mstep: Class 15 contains 6058 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 1313 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2904 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1012 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 2606 members Mstep: Class 25 contains 6423 members Mstep: Class 26 contains 1710 members Mstep: Class 27 contains 1218 members Entering Unmasked Estep ConsiderDeletion Score: -8167143.500000 Penalty: 49937.859375 Iteration 44Q: 28 clusters Score -8167144 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2182 members Mstep: Class 3 contains 1002 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8517 members Mstep: Class 6 contains 3377 members Mstep: Class 7 contains 660 members Mstep: Class 8 contains 1135 members Mstep: Class 9 contains 4628 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 1014 members Mstep: Class 12 contains 9201 members Mstep: Class 13 contains 7266 members Mstep: Class 14 contains 15692 members Mstep: Class 15 contains 6059 members Mstep: Class 16 contains 2547 members Mstep: Class 17 contains 1326 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2908 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1015 members Mstep: Class 23 contains 1283 members Mstep: Class 24 contains 2595 members Mstep: Class 25 contains 6425 members Mstep: Class 26 contains 1709 members Mstep: Class 27 contains 1271 members Entering Unmasked Estep ConsiderDeletion Score: -8167252.000000 Penalty: 49937.859375 Iteration 45Q: 28 clusters Score -8167252 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2180 members Mstep: Class 3 contains 1001 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8521 members Mstep: Class 6 contains 3377 members Mstep: Class 7 contains 671 members Mstep: Class 8 contains 1132 members Mstep: Class 9 contains 4623 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9208 members Mstep: Class 13 contains 7264 members Mstep: Class 14 contains 15643 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 1336 members Mstep: Class 18 contains 502 members Mstep: Class 19 contains 2907 members Mstep: Class 20 contains 1692 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1018 members Mstep: Class 23 contains 1283 members Mstep: Class 24 contains 2588 members Mstep: Class 25 contains 6425 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -8167345.000000 Penalty: 49937.859375 Iteration 46Q: 28 clusters Score -8167345 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2180 members Mstep: Class 3 contains 1000 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8523 members Mstep: Class 6 contains 3376 members Mstep: Class 7 contains 680 members Mstep: Class 8 contains 1128 members Mstep: Class 9 contains 4619 members Mstep: Class 10 contains 1212 members Mstep: Class 11 contains 1019 members Mstep: Class 12 contains 9212 members Mstep: Class 13 contains 7263 members Mstep: Class 14 contains 15601 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2546 members Mstep: Class 17 contains 1342 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2907 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1021 members Mstep: Class 23 contains 1283 members Mstep: Class 24 contains 2586 members Mstep: Class 25 contains 6425 members Mstep: Class 26 contains 1701 members Mstep: Class 27 contains 1341 members Entering Unmasked Estep ConsiderDeletion Score: -8167430.500000 Penalty: 49937.859375 Iteration 47Q: 28 clusters Score -8167430 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2179 members Mstep: Class 3 contains 1000 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8525 members Mstep: Class 6 contains 3376 members Mstep: Class 7 contains 692 members Mstep: Class 8 contains 1122 members Mstep: Class 9 contains 4615 members Mstep: Class 10 contains 1216 members Mstep: Class 11 contains 1019 members Mstep: Class 12 contains 9216 members Mstep: Class 13 contains 7262 members Mstep: Class 14 contains 15565 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2547 members Mstep: Class 17 contains 1351 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2909 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1023 members Mstep: Class 23 contains 1283 members Mstep: Class 24 contains 2583 members Mstep: Class 25 contains 6424 members Mstep: Class 26 contains 1702 members Mstep: Class 27 contains 1366 members Entering Unmasked Estep ConsiderDeletion Score: -8167490.500000 Penalty: 49937.859375 Iteration 48Q: 28 clusters Score -8167490 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2178 members Mstep: Class 3 contains 1000 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8525 members Mstep: Class 6 contains 3376 members Mstep: Class 7 contains 699 members Mstep: Class 8 contains 1120 members Mstep: Class 9 contains 4608 members Mstep: Class 10 contains 1219 members Mstep: Class 11 contains 1018 members Mstep: Class 12 contains 9225 members Mstep: Class 13 contains 7261 members Mstep: Class 14 contains 15524 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2550 members Mstep: Class 17 contains 1364 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2913 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1024 members Mstep: Class 23 contains 1284 members Mstep: Class 24 contains 2576 members Mstep: Class 25 contains 6424 members Mstep: Class 26 contains 1710 members Mstep: Class 27 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -8167550.000000 Penalty: 49937.859375 Iteration 49Q: 28 clusters Score -8167550 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2182 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8526 members Mstep: Class 6 contains 3376 members Mstep: Class 7 contains 704 members Mstep: Class 8 contains 1118 members Mstep: Class 9 contains 4603 members Mstep: Class 10 contains 1227 members Mstep: Class 11 contains 1014 members Mstep: Class 12 contains 9234 members Mstep: Class 13 contains 7260 members Mstep: Class 14 contains 15485 members Mstep: Class 15 contains 6061 members Mstep: Class 16 contains 2552 members Mstep: Class 17 contains 1381 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2912 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1024 members Mstep: Class 23 contains 1284 members Mstep: Class 24 contains 2568 members Mstep: Class 25 contains 6424 members Mstep: Class 26 contains 1711 members Mstep: Class 27 contains 1411 members Entering Unmasked Estep ConsiderDeletion Score: -8167631.500000 Penalty: 49937.859375 Iteration 50Q: 28 clusters Score -8167632 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8528 members Mstep: Class 6 contains 3376 members Mstep: Class 7 contains 713 members Mstep: Class 8 contains 1120 members Mstep: Class 9 contains 4597 members Mstep: Class 10 contains 1231 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 9241 members Mstep: Class 13 contains 7260 members Mstep: Class 14 contains 15455 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2556 members Mstep: Class 17 contains 1398 members Mstep: Class 18 contains 502 members Mstep: Class 19 contains 2910 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 359 members Mstep: Class 22 contains 1024 members Mstep: Class 23 contains 1284 members Mstep: Class 24 contains 2563 members Mstep: Class 25 contains 6424 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 1423 members Entering Unmasked Estep ConsiderDeletion Score: -8167731.000000 Penalty: 49937.859375 Iteration 51Q: 28 clusters Score -8167731 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8529 members Mstep: Class 6 contains 3375 members Mstep: Class 7 contains 721 members Mstep: Class 8 contains 1118 members Mstep: Class 9 contains 4590 members Mstep: Class 10 contains 1239 members Mstep: Class 11 contains 1009 members Mstep: Class 12 contains 9247 members Mstep: Class 13 contains 7260 members Mstep: Class 14 contains 15418 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2559 members Mstep: Class 17 contains 1416 members Mstep: Class 18 contains 502 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1023 members Mstep: Class 23 contains 1285 members Mstep: Class 24 contains 2558 members Mstep: Class 25 contains 6423 members Mstep: Class 26 contains 1701 members Mstep: Class 27 contains 1437 members Entering Unmasked Estep ConsiderDeletion Score: -8167822.000000 Penalty: 49937.859375 Iteration 52Q: 28 clusters Score -8167822 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2189 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8530 members Mstep: Class 6 contains 3375 members Mstep: Class 7 contains 729 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 4588 members Mstep: Class 10 contains 1244 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 9249 members Mstep: Class 13 contains 7260 members Mstep: Class 14 contains 15371 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2561 members Mstep: Class 17 contains 1449 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1023 members Mstep: Class 23 contains 1285 members Mstep: Class 24 contains 2550 members Mstep: Class 25 contains 6424 members Mstep: Class 26 contains 1698 members Mstep: Class 27 contains 1456 members Entering Unmasked Estep ConsiderDeletion Score: -8168003.500000 Penalty: 49937.859375 Iteration 53Q: 28 clusters Score -8168004 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2191 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8534 members Mstep: Class 6 contains 3376 members Mstep: Class 7 contains 737 members Mstep: Class 8 contains 1108 members Mstep: Class 9 contains 4585 members Mstep: Class 10 contains 1244 members Mstep: Class 11 contains 1004 members Mstep: Class 12 contains 9251 members Mstep: Class 13 contains 7260 members Mstep: Class 14 contains 15308 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2562 members Mstep: Class 17 contains 1473 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 2910 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1023 members Mstep: Class 23 contains 1285 members Mstep: Class 24 contains 2538 members Mstep: Class 25 contains 6429 members Mstep: Class 26 contains 1694 members Mstep: Class 27 contains 1502 members Entering Unmasked Estep ConsiderDeletion Score: -8168137.500000 Penalty: 49937.859375 Iteration 54Q: 28 clusters Score -8168138 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 2193 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8536 members Mstep: Class 6 contains 3374 members Mstep: Class 7 contains 743 members Mstep: Class 8 contains 1103 members Mstep: Class 9 contains 4582 members Mstep: Class 10 contains 1245 members Mstep: Class 11 contains 1004 members Mstep: Class 12 contains 9253 members Mstep: Class 13 contains 7260 members Mstep: Class 14 contains 15232 members Mstep: Class 15 contains 6060 members Mstep: Class 16 contains 2565 members Mstep: Class 17 contains 1484 members Mstep: Class 18 contains 504 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1023 members Mstep: Class 23 contains 1285 members Mstep: Class 24 contains 2532 members Mstep: Class 25 contains 6430 members Mstep: Class 26 contains 1691 members Mstep: Class 27 contains 1568 members Entering Unmasked Estep ConsiderDeletion Score: -8168239.500000 Penalty: 49937.859375 Iteration 55Q: 28 clusters Score -8168240 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2194 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8537 members Mstep: Class 6 contains 3371 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 1099 members Mstep: Class 9 contains 4581 members Mstep: Class 10 contains 1245 members Mstep: Class 11 contains 1006 members Mstep: Class 12 contains 9251 members Mstep: Class 13 contains 7259 members Mstep: Class 14 contains 15165 members Mstep: Class 15 contains 6061 members Mstep: Class 16 contains 2567 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 506 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1023 members Mstep: Class 23 contains 1285 members Mstep: Class 24 contains 2530 members Mstep: Class 25 contains 6431 members Mstep: Class 26 contains 1691 members Mstep: Class 27 contains 1632 members Entering Unmasked Estep ConsiderDeletion Score: -8168285.500000 Penalty: 49937.859375 Iteration 56Q: 28 clusters Score -8168286 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2196 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8537 members Mstep: Class 6 contains 3370 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 1098 members Mstep: Class 9 contains 4580 members Mstep: Class 10 contains 1245 members Mstep: Class 11 contains 1004 members Mstep: Class 12 contains 9250 members Mstep: Class 13 contains 7257 members Mstep: Class 14 contains 15105 members Mstep: Class 15 contains 6061 members Mstep: Class 16 contains 2567 members Mstep: Class 17 contains 1493 members Mstep: Class 18 contains 507 members Mstep: Class 19 contains 2912 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1024 members Mstep: Class 23 contains 1286 members Mstep: Class 24 contains 2531 members Mstep: Class 25 contains 6432 members Mstep: Class 26 contains 1694 members Mstep: Class 27 contains 1688 members Entering Unmasked Estep ConsiderDeletion Score: -8168321.500000 Penalty: 49937.859375 Iteration 57Q: 28 clusters Score -8168322 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2196 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8537 members Mstep: Class 6 contains 3369 members Mstep: Class 7 contains 745 members Mstep: Class 8 contains 1098 members Mstep: Class 9 contains 4579 members Mstep: Class 10 contains 1244 members Mstep: Class 11 contains 1004 members Mstep: Class 12 contains 9248 members Mstep: Class 13 contains 7255 members Mstep: Class 14 contains 15061 members Mstep: Class 15 contains 6062 members Mstep: Class 16 contains 2568 members Mstep: Class 17 contains 1493 members Mstep: Class 18 contains 507 members Mstep: Class 19 contains 2912 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2532 members Mstep: Class 25 contains 6435 members Mstep: Class 26 contains 1695 members Mstep: Class 27 contains 1731 members Entering Unmasked Estep ConsiderDeletion Score: -8168343.000000 Penalty: 49937.859375 Iteration 58Q: 28 clusters Score -8168343 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2197 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8538 members Mstep: Class 6 contains 3368 members Mstep: Class 7 contains 746 members Mstep: Class 8 contains 1097 members Mstep: Class 9 contains 4576 members Mstep: Class 10 contains 1244 members Mstep: Class 11 contains 1004 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7255 members Mstep: Class 14 contains 15032 members Mstep: Class 15 contains 6064 members Mstep: Class 16 contains 2570 members Mstep: Class 17 contains 1492 members Mstep: Class 18 contains 506 members Mstep: Class 19 contains 2912 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6436 members Mstep: Class 26 contains 1696 members Mstep: Class 27 contains 1759 members Entering Unmasked Estep ConsiderDeletion Score: -8168359.000000 Penalty: 49937.859375 Iteration 59Q: 28 clusters Score -8168359 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2197 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3367 members Mstep: Class 7 contains 746 members Mstep: Class 8 contains 1097 members Mstep: Class 9 contains 4575 members Mstep: Class 10 contains 1245 members Mstep: Class 11 contains 1004 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7255 members Mstep: Class 14 contains 14997 members Mstep: Class 15 contains 6065 members Mstep: Class 16 contains 2570 members Mstep: Class 17 contains 1490 members Mstep: Class 18 contains 507 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6438 members Mstep: Class 26 contains 1696 members Mstep: Class 27 contains 1792 members Entering Unmasked Estep ConsiderDeletion Score: -8168418.500000 Penalty: 49937.859375 Iteration 60F: 28 clusters Score -8168418 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2192 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3366 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 1082 members Mstep: Class 9 contains 4574 members Mstep: Class 10 contains 1246 members Mstep: Class 11 contains 1004 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7255 members Mstep: Class 14 contains 14961 members Mstep: Class 15 contains 6065 members Mstep: Class 16 contains 2570 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 511 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 1696 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1023 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6438 members Mstep: Class 26 contains 1707 members Mstep: Class 27 contains 1824 members Entering Unmasked Estep ConsiderDeletion Score: -8168539.000000 Penalty: 49937.859375 Iteration 61Q: 28 clusters Score -8168539 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3366 members Mstep: Class 7 contains 781 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 4570 members Mstep: Class 10 contains 1243 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7254 members Mstep: Class 14 contains 14934 members Mstep: Class 15 contains 6069 members Mstep: Class 16 contains 2570 members Mstep: Class 17 contains 1490 members Mstep: Class 18 contains 506 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 1697 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1024 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6439 members Mstep: Class 26 contains 1716 members Mstep: Class 27 contains 1849 members Entering Unmasked Estep ConsiderDeletion Score: -8168613.000000 Penalty: 49937.859375 Iteration 62Q: 28 clusters Score -8168613 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3365 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 4565 members Mstep: Class 10 contains 1246 members Mstep: Class 11 contains 1009 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7253 members Mstep: Class 14 contains 14908 members Mstep: Class 15 contains 6071 members Mstep: Class 16 contains 2574 members Mstep: Class 17 contains 1488 members Mstep: Class 18 contains 502 members Mstep: Class 19 contains 2913 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6440 members Mstep: Class 26 contains 1717 members Mstep: Class 27 contains 1875 members Entering Unmasked Estep ConsiderDeletion Score: -8168620.500000 Penalty: 49937.859375 Iteration 63Q: 28 clusters Score -8168620 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3362 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 4558 members Mstep: Class 10 contains 1249 members Mstep: Class 11 contains 1011 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14880 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2580 members Mstep: Class 17 contains 1487 members Mstep: Class 18 contains 501 members Mstep: Class 19 contains 2914 members Mstep: Class 20 contains 1701 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6442 members Mstep: Class 26 contains 1723 members Mstep: Class 27 contains 1900 members Entering Unmasked Estep ConsiderDeletion Score: -8168683.000000 Penalty: 49937.859375 Iteration 64Q: 28 clusters Score -8168683 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3361 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 1069 members Mstep: Class 9 contains 4553 members Mstep: Class 10 contains 1252 members Mstep: Class 11 contains 1016 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14854 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2586 members Mstep: Class 17 contains 1487 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2914 members Mstep: Class 20 contains 1700 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6443 members Mstep: Class 26 contains 1722 members Mstep: Class 27 contains 1924 members Entering Unmasked Estep ConsiderDeletion Score: -8168703.500000 Penalty: 49937.859375 Iteration 65Q: 28 clusters Score -8168704 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2189 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3361 members Mstep: Class 7 contains 816 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 4551 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14827 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2590 members Mstep: Class 17 contains 1486 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2914 members Mstep: Class 20 contains 1700 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6443 members Mstep: Class 26 contains 1721 members Mstep: Class 27 contains 1949 members Entering Unmasked Estep ConsiderDeletion Score: -8168750.000000 Penalty: 49937.859375 Iteration 66Q: 28 clusters Score -8168750 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3360 members Mstep: Class 7 contains 825 members Mstep: Class 8 contains 1069 members Mstep: Class 9 contains 4546 members Mstep: Class 10 contains 1256 members Mstep: Class 11 contains 1019 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14802 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2594 members Mstep: Class 17 contains 1485 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2915 members Mstep: Class 20 contains 1700 members Mstep: Class 21 contains 359 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6443 members Mstep: Class 26 contains 1724 members Mstep: Class 27 contains 1972 members Entering Unmasked Estep ConsiderDeletion Score: -8168775.000000 Penalty: 49937.859375 Iteration 67Q: 28 clusters Score -8168775 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3360 members Mstep: Class 7 contains 833 members Mstep: Class 8 contains 1067 members Mstep: Class 9 contains 4546 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 1018 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14778 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 1485 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1700 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6443 members Mstep: Class 26 contains 1725 members Mstep: Class 27 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -8168779.500000 Penalty: 49937.859375 Iteration 68Q: 28 clusters Score -8168780 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2192 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3360 members Mstep: Class 7 contains 837 members Mstep: Class 8 contains 1072 members Mstep: Class 9 contains 4544 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 1016 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14759 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2600 members Mstep: Class 17 contains 1485 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1700 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6443 members Mstep: Class 26 contains 1727 members Mstep: Class 27 contains 2009 members Entering Unmasked Estep ConsiderDeletion Score: -8168794.000000 Penalty: 49937.859375 Iteration 69Q: 28 clusters Score -8168794 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2192 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3360 members Mstep: Class 7 contains 842 members Mstep: Class 8 contains 1072 members Mstep: Class 9 contains 4544 members Mstep: Class 10 contains 1254 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14741 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2602 members Mstep: Class 17 contains 1485 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6443 members Mstep: Class 26 contains 1734 members Mstep: Class 27 contains 2025 members Entering Unmasked Estep ConsiderDeletion Score: -8168803.000000 Penalty: 49937.859375 Iteration 70Q: 28 clusters Score -8168803 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 2192 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3360 members Mstep: Class 7 contains 847 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 4543 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14729 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2604 members Mstep: Class 17 contains 1485 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6443 members Mstep: Class 26 contains 1739 members Mstep: Class 27 contains 2036 members Entering Unmasked Estep ConsiderDeletion Score: -8168823.000000 Penalty: 49937.859375 Iteration 71Q: 28 clusters Score -8168823 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2192 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3360 members Mstep: Class 7 contains 854 members Mstep: Class 8 contains 1072 members Mstep: Class 9 contains 4539 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 1016 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14725 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2607 members Mstep: Class 17 contains 1484 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6442 members Mstep: Class 26 contains 1739 members Mstep: Class 27 contains 2041 members Entering Unmasked Estep ConsiderDeletion Score: -8168824.500000 Penalty: 49937.859375 Iteration 72Q: 28 clusters Score -8168824 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2192 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3360 members Mstep: Class 7 contains 863 members Mstep: Class 8 contains 1072 members Mstep: Class 9 contains 4539 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14718 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2611 members Mstep: Class 17 contains 1484 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6442 members Mstep: Class 26 contains 1732 members Mstep: Class 27 contains 2045 members Entering Unmasked Estep ConsiderDeletion Score: -8168820.000000 Penalty: 49937.859375 Iteration 73Q: 28 clusters Score -8168820 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 2193 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3359 members Mstep: Class 7 contains 870 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 4537 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9246 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14716 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2613 members Mstep: Class 17 contains 1484 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6442 members Mstep: Class 26 contains 1729 members Mstep: Class 27 contains 2046 members Entering Unmasked Estep ConsiderDeletion Score: -8168844.000000 Penalty: 49937.859375 Iteration 74Q: 28 clusters Score -8168844 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2194 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3359 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 1067 members Mstep: Class 9 contains 4535 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9245 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14713 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1486 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1725 members Mstep: Class 27 contains 2046 members Entering Unmasked Estep ConsiderDeletion Score: -8168850.500000 Penalty: 49937.859375 Iteration 75Q: 28 clusters Score -8168850 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2194 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3359 members Mstep: Class 7 contains 883 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 4533 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9243 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2617 members Mstep: Class 17 contains 1488 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1722 members Mstep: Class 27 contains 2047 members Entering Unmasked Estep ConsiderDeletion Score: -8168849.500000 Penalty: 49937.859375 Iteration 76Q: 28 clusters Score -8168850 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2194 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3359 members Mstep: Class 7 contains 890 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 4532 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9242 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2618 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1715 members Mstep: Class 27 contains 2047 members Entering Unmasked Estep ConsiderDeletion Score: -8168854.000000 Penalty: 49937.859375 Iteration 77Q: 28 clusters Score -8168854 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2194 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3359 members Mstep: Class 7 contains 899 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 4532 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9242 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2618 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1708 members Mstep: Class 27 contains 2047 members Entering Unmasked Estep ConsiderDeletion Score: -8168867.000000 Penalty: 49937.859375 Iteration 78Q: 28 clusters Score -8168867 nChanged 7 Entering ConstructFrom: Score: -8168867.000000 Penalty: 49937.859375 Entering ConstructFrom: Trying to split cluster 1 (1295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Entering Unmasked Estep Score: -112757.828125 Penalty: 1164.518188 Iteration 0F: 2 clusters Score -112757.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -111240.531250 Penalty: 2329.036377 Iteration 0F: 3 clusters Score -111240.5 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -111675.585938 Penalty: 2329.036377 Iteration 1F: 3 clusters Score -111675.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -111878.234375 Penalty: 2329.036377 Iteration 2F: 3 clusters Score -111878.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -112025.164062 Penalty: 2329.036377 Iteration 3F: 3 clusters Score -112025.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -112179.171875 Penalty: 2329.036377 Iteration 4F: 3 clusters Score -112179.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -112331.789062 Penalty: 2329.036377 Iteration 5F: 3 clusters Score -112331.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -112412.593750 Penalty: 2329.036377 Iteration 6Q: 3 clusters Score -112412.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -112457.585938 Penalty: 2329.036377 Iteration 7Q: 3 clusters Score -112457.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -112517.062500 Penalty: 2329.036377 Iteration 8Q: 3 clusters Score -112517.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -112554.789062 Penalty: 2329.036377 Iteration 9Q: 3 clusters Score -112554.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -112581.359375 Penalty: 2329.036377 Iteration 10Q: 3 clusters Score -112581.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -112604.437500 Penalty: 2329.036377 Iteration 11Q: 3 clusters Score -112604.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -112610.039062 Penalty: 2329.036377 Iteration 12Q: 3 clusters Score -112610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -112612.640625 Penalty: 2329.036377 Iteration 13Q: 3 clusters Score -112612.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -112613.085938 Penalty: 2329.036377 Iteration 14Q: 3 clusters Score -112613.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -112613.843750 Penalty: 2329.036377 Iteration 15Q: 3 clusters Score -112613.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -112615.367188 Penalty: 2329.036377 Iteration 16Q: 3 clusters Score -112615.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -112616.296875 Penalty: 2329.036377 Iteration 17Q: 3 clusters Score -112616.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -112617.507812 Penalty: 2329.036377 Iteration 18Q: 3 clusters Score -112617.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -112620.351562 Penalty: 2329.036377 Iteration 19Q: 3 clusters Score -112620.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -112623.109375 Penalty: 2329.036377 Iteration 20F: 3 clusters Score -112623.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -112626.710938 Penalty: 2329.036377 Iteration 21Q: 3 clusters Score -112626.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -112627.695312 Penalty: 2329.036377 Iteration 22Q: 3 clusters Score -112627.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -112628.890625 Penalty: 2329.036377 Iteration 23Q: 3 clusters Score -112628.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -112628.890625 Penalty: 2329.036377 Iteration 24F: 3 clusters Score -112628.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Entering Unmasked Estep Score: -209405.750000 Penalty: 1250.190674 Iteration 0F: 2 clusters Score -209405.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -207182.109375 Penalty: 2500.381348 Iteration 0F: 3 clusters Score -207182.1 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -207767.718750 Penalty: 2500.381348 Iteration 1F: 3 clusters Score -207767.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -207957.968750 Penalty: 2500.381348 Iteration 2F: 3 clusters Score -207958 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -208174.984375 Penalty: 2500.381348 Iteration 3F: 3 clusters Score -208175 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -208420.484375 Penalty: 2500.381348 Iteration 4F: 3 clusters Score -208420.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -208658.421875 Penalty: 2500.381348 Iteration 5F: 3 clusters Score -208658.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -208863.687500 Penalty: 2500.381348 Iteration 6F: 3 clusters Score -208863.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -209077.656250 Penalty: 2500.381348 Iteration 7F: 3 clusters Score -209077.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -209274.218750 Penalty: 2500.381348 Iteration 8F: 3 clusters Score -209274.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -209569.000000 Penalty: 2500.381348 Iteration 9Q: 3 clusters Score -209569 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -209899.765625 Penalty: 2500.381348 Iteration 10Q: 3 clusters Score -209899.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -209984.203125 Penalty: 2500.381348 Iteration 11Q: 3 clusters Score -209984.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -210004.593750 Penalty: 2500.381348 Iteration 12Q: 3 clusters Score -210004.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -210012.406250 Penalty: 2500.381348 Iteration 13Q: 3 clusters Score -210012.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -210015.281250 Penalty: 2500.381348 Iteration 14Q: 3 clusters Score -210015.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -210017.750000 Penalty: 2500.381348 Iteration 15Q: 3 clusters Score -210017.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -210020.546875 Penalty: 2500.381348 Iteration 16Q: 3 clusters Score -210020.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -210026.250000 Penalty: 2500.381348 Iteration 17Q: 3 clusters Score -210026.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -210029.125000 Penalty: 2500.381348 Iteration 18Q: 3 clusters Score -210029.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -210030.500000 Penalty: 2500.381348 Iteration 19Q: 3 clusters Score -210030.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -210031.062500 Penalty: 2500.381348 Iteration 20F: 3 clusters Score -210031.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -210031.718750 Penalty: 2500.381348 Iteration 21Q: 3 clusters Score -210031.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -210032.140625 Penalty: 2500.381348 Iteration 22Q: 3 clusters Score -210032.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -210032.140625 Penalty: 2500.381348 Iteration 23F: 3 clusters Score -210032.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3359 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9242 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1278 members Entering Unmasked Estep Score: -8168905.000000 Penalty: 51787.410156 Splitting cluster 2 changes total score from -8168867.000000 to -8168905.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 3 (998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Entering Unmasked Estep Score: -92301.664062 Penalty: 1122.184937 Iteration 0F: 2 clusters Score -92301.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -90864.914062 Penalty: 2244.369873 Iteration 0F: 3 clusters Score -90864.91 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -91117.007812 Penalty: 2244.369873 Iteration 1F: 3 clusters Score -91117.01 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -91185.218750 Penalty: 2244.369873 Iteration 2F: 3 clusters Score -91185.22 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -91237.492188 Penalty: 2244.369873 Iteration 3Q: 3 clusters Score -91237.49 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -91288.414062 Penalty: 2244.369873 Iteration 4Q: 3 clusters Score -91288.41 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -91362.515625 Penalty: 2244.369873 Iteration 5F: 3 clusters Score -91362.52 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -91429.414062 Penalty: 2244.369873 Iteration 6Q: 3 clusters Score -91429.41 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -91489.140625 Penalty: 2244.369873 Iteration 7Q: 3 clusters Score -91489.14 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -91558.843750 Penalty: 2244.369873 Iteration 8Q: 3 clusters Score -91558.84 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -91664.726562 Penalty: 2244.369873 Iteration 9Q: 3 clusters Score -91664.73 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -91811.734375 Penalty: 2244.369873 Iteration 10Q: 3 clusters Score -91811.73 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -92043.250000 Penalty: 2244.369873 Iteration 11F: 3 clusters Score -92043.25 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -92365.351562 Penalty: 2244.369873 Iteration 12F: 3 clusters Score -92365.35 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -92517.914062 Penalty: 2244.369873 Iteration 13Q: 3 clusters Score -92517.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -92538.257812 Penalty: 2244.369873 Iteration 14Q: 3 clusters Score -92538.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -92545.632812 Penalty: 2244.369873 Iteration 15Q: 3 clusters Score -92545.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -92550.843750 Penalty: 2244.369873 Iteration 16Q: 3 clusters Score -92550.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -92550.843750 Penalty: 2244.369873 Iteration 17F: 3 clusters Score -92550.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 745 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 3359 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9242 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1278 members Mstep: Class 29 contains 253 members Entering Unmasked Estep Score: -8168426.500000 Penalty: 53636.960938 Splitting cluster 3 changes total score from -8168867.000000 to -8168426.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Entering Unmasked Estep Score: -60282.144531 Penalty: 1049.988525 Iteration 0F: 2 clusters Score -60282.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -59082.582031 Penalty: 2099.977051 Iteration 0F: 3 clusters Score -59082.58 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -59268.234375 Penalty: 2099.977051 Iteration 1F: 3 clusters Score -59268.23 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -59326.554688 Penalty: 2099.977051 Iteration 2F: 3 clusters Score -59326.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59358.710938 Penalty: 2099.977051 Iteration 3Q: 3 clusters Score -59358.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -59392.734375 Penalty: 2099.977051 Iteration 4Q: 3 clusters Score -59392.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -59435.859375 Penalty: 2099.977051 Iteration 5Q: 3 clusters Score -59435.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -59465.214844 Penalty: 2099.977051 Iteration 6Q: 3 clusters Score -59465.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -59478.148438 Penalty: 2099.977051 Iteration 7Q: 3 clusters Score -59478.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -59481.960938 Penalty: 2099.977051 Iteration 8Q: 3 clusters Score -59481.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -59483.589844 Penalty: 2099.977051 Iteration 9Q: 3 clusters Score -59483.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -59483.589844 Penalty: 2099.977051 Iteration 10F: 3 clusters Score -59483.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Entering Unmasked Estep Score: -846244.562500 Penalty: 1471.014893 Iteration 0F: 2 clusters Score -846244.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -840033.875000 Penalty: 2942.029785 Iteration 0F: 3 clusters Score -840033.9 nChanged 3644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -841972.312500 Penalty: 2942.029785 Iteration 1F: 3 clusters Score -841972.3 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -842183.250000 Penalty: 2942.029785 Iteration 2F: 3 clusters Score -842183.2 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -842356.312500 Penalty: 2942.029785 Iteration 3Q: 3 clusters Score -842356.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -842486.500000 Penalty: 2942.029785 Iteration 4Q: 3 clusters Score -842486.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -842595.500000 Penalty: 2942.029785 Iteration 5Q: 3 clusters Score -842595.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -842677.500000 Penalty: 2942.029785 Iteration 6Q: 3 clusters Score -842677.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -842763.875000 Penalty: 2942.029785 Iteration 7Q: 3 clusters Score -842763.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -842841.562500 Penalty: 2942.029785 Iteration 8Q: 3 clusters Score -842841.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -842928.750000 Penalty: 2942.029785 Iteration 9Q: 3 clusters Score -842928.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -842992.812500 Penalty: 2942.029785 Iteration 10Q: 3 clusters Score -842992.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -843065.437500 Penalty: 2942.029785 Iteration 11Q: 3 clusters Score -843065.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -843139.437500 Penalty: 2942.029785 Iteration 12Q: 3 clusters Score -843139.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -843223.062500 Penalty: 2942.029785 Iteration 13Q: 3 clusters Score -843223.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -843300.937500 Penalty: 2942.029785 Iteration 14Q: 3 clusters Score -843300.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -843358.312500 Penalty: 2942.029785 Iteration 15Q: 3 clusters Score -843358.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -843409.687500 Penalty: 2942.029785 Iteration 16Q: 3 clusters Score -843409.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -843457.937500 Penalty: 2942.029785 Iteration 17Q: 3 clusters Score -843457.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -843511.562500 Penalty: 2942.029785 Iteration 18Q: 3 clusters Score -843511.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -843556.437500 Penalty: 2942.029785 Iteration 19Q: 3 clusters Score -843556.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -843597.437500 Penalty: 2942.029785 Iteration 20F: 3 clusters Score -843597.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -843643.312500 Penalty: 2942.029785 Iteration 21Q: 3 clusters Score -843643.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -843675.125000 Penalty: 2942.029785 Iteration 22Q: 3 clusters Score -843675.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -843700.812500 Penalty: 2942.029785 Iteration 23Q: 3 clusters Score -843700.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -843722.250000 Penalty: 2942.029785 Iteration 24Q: 3 clusters Score -843722.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -843737.875000 Penalty: 2942.029785 Iteration 25Q: 3 clusters Score -843737.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -843756.500000 Penalty: 2942.029785 Iteration 26Q: 3 clusters Score -843756.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -843767.000000 Penalty: 2942.029785 Iteration 27Q: 3 clusters Score -843767 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -843778.062500 Penalty: 2942.029785 Iteration 28Q: 3 clusters Score -843778.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -843786.312500 Penalty: 2942.029785 Iteration 29Q: 3 clusters Score -843786.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -843793.687500 Penalty: 2942.029785 Iteration 30Q: 3 clusters Score -843793.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -843800.875000 Penalty: 2942.029785 Iteration 31Q: 3 clusters Score -843800.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -843806.875000 Penalty: 2942.029785 Iteration 32Q: 3 clusters Score -843806.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -843807.187500 Penalty: 2942.029785 Iteration 33Q: 3 clusters Score -843807.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -843809.062500 Penalty: 2942.029785 Iteration 34Q: 3 clusters Score -843809.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -843811.250000 Penalty: 2942.029785 Iteration 35Q: 3 clusters Score -843811.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -843813.812500 Penalty: 2942.029785 Iteration 36Q: 3 clusters Score -843813.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -843816.812500 Penalty: 2942.029785 Iteration 37Q: 3 clusters Score -843816.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -843818.437500 Penalty: 2942.029785 Iteration 38Q: 3 clusters Score -843818.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -843819.437500 Penalty: 2942.029785 Iteration 39Q: 3 clusters Score -843819.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -843821.875000 Penalty: 2942.029785 Iteration 40F: 3 clusters Score -843821.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -843825.875000 Penalty: 2942.029785 Iteration 41Q: 3 clusters Score -843825.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -843829.187500 Penalty: 2942.029785 Iteration 42Q: 3 clusters Score -843829.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -843827.937500 Penalty: 2942.029785 Iteration 43Q: 3 clusters Score -843827.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -843829.125000 Penalty: 2942.029785 Iteration 44Q: 3 clusters Score -843829.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -843832.687500 Penalty: 2942.029785 Iteration 45Q: 3 clusters Score -843832.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -843833.562500 Penalty: 2942.029785 Iteration 46Q: 3 clusters Score -843833.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -843833.437500 Penalty: 2942.029785 Iteration 47Q: 3 clusters Score -843833.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -843833.312500 Penalty: 2942.029785 Iteration 48Q: 3 clusters Score -843833.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -843834.750000 Penalty: 2942.029785 Iteration 49Q: 3 clusters Score -843834.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -843834.125000 Penalty: 2942.029785 Iteration 50Q: 3 clusters Score -843834.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -843834.750000 Penalty: 2942.029785 Iteration 51Q: 3 clusters Score -843834.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -843834.812500 Penalty: 2942.029785 Iteration 52Q: 3 clusters Score -843834.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -843833.625000 Penalty: 2942.029785 Iteration 53Q: 3 clusters Score -843833.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -843837.250000 Penalty: 2942.029785 Iteration 54Q: 3 clusters Score -843837.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -843837.000000 Penalty: 2942.029785 Iteration 55Q: 3 clusters Score -843837 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -843835.625000 Penalty: 2942.029785 Iteration 56Q: 3 clusters Score -843835.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -843837.250000 Penalty: 2942.029785 Iteration 57Q: 3 clusters Score -843837.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -843837.437500 Penalty: 2942.029785 Iteration 58Q: 3 clusters Score -843837.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -843837.875000 Penalty: 2942.029785 Iteration 59Q: 3 clusters Score -843837.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -843838.375000 Penalty: 2942.029785 Iteration 60F: 3 clusters Score -843838.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -843837.687500 Penalty: 2942.029785 Iteration 61Q: 3 clusters Score -843837.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -843837.375000 Penalty: 2942.029785 Iteration 62Q: 3 clusters Score -843837.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -843838.187500 Penalty: 2942.029785 Iteration 63Q: 3 clusters Score -843838.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -843837.375000 Penalty: 2942.029785 Iteration 64Q: 3 clusters Score -843837.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -843837.375000 Penalty: 2942.029785 Iteration 65F: 3 clusters Score -843837.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Entering Unmasked Estep Score: -329196.750000 Penalty: 1319.402222 Iteration 0F: 2 clusters Score -329196.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -326321.125000 Penalty: 2638.804443 Iteration 0F: 3 clusters Score -326321.1 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -327352.468750 Penalty: 2638.804443 Iteration 1F: 3 clusters Score -327352.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -328108.437500 Penalty: 2638.804443 Iteration 2F: 3 clusters Score -328108.4 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -329190.968750 Penalty: 2638.804443 Iteration 3F: 3 clusters Score -329191 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -330321.750000 Penalty: 2638.804443 Iteration 4F: 3 clusters Score -330321.8 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -331082.031250 Penalty: 2638.804443 Iteration 5F: 3 clusters Score -331082 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -331345.093750 Penalty: 2638.804443 Iteration 6F: 3 clusters Score -331345.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -331411.343750 Penalty: 2638.804443 Iteration 7Q: 3 clusters Score -331411.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -331437.375000 Penalty: 2638.804443 Iteration 8Q: 3 clusters Score -331437.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -331455.750000 Penalty: 2638.804443 Iteration 9Q: 3 clusters Score -331455.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -331469.000000 Penalty: 2638.804443 Iteration 10Q: 3 clusters Score -331469 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -331477.000000 Penalty: 2638.804443 Iteration 11Q: 3 clusters Score -331477 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -331481.937500 Penalty: 2638.804443 Iteration 12Q: 3 clusters Score -331481.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -331484.031250 Penalty: 2638.804443 Iteration 13Q: 3 clusters Score -331484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -331484.218750 Penalty: 2638.804443 Iteration 14Q: 3 clusters Score -331484.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -331484.750000 Penalty: 2638.804443 Iteration 15Q: 3 clusters Score -331484.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -331486.250000 Penalty: 2638.804443 Iteration 16Q: 3 clusters Score -331486.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -331486.531250 Penalty: 2638.804443 Iteration 17Q: 3 clusters Score -331486.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -331486.343750 Penalty: 2638.804443 Iteration 18Q: 3 clusters Score -331486.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -331486.500000 Penalty: 2638.804443 Iteration 19Q: 3 clusters Score -331486.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -331486.500000 Penalty: 2638.804443 Iteration 20F: 3 clusters Score -331486.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 1510 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9242 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1278 members Mstep: Class 29 contains 1849 members Entering Unmasked Estep Score: -8170663.500000 Penalty: 53636.960938 Splitting cluster 6 changes total score from -8168867.000000 to -8170663.500000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 7 (904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Entering Unmasked Estep Score: -86571.000000 Penalty: 1106.109741 Iteration 0F: 2 clusters Score -86571 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -85183.062500 Penalty: 2212.219482 Iteration 0F: 3 clusters Score -85183.06 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -85401.179688 Penalty: 2212.219482 Iteration 1F: 3 clusters Score -85401.18 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -85462.289062 Penalty: 2212.219482 Iteration 2F: 3 clusters Score -85462.29 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -85514.460938 Penalty: 2212.219482 Iteration 3Q: 3 clusters Score -85514.46 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -85552.132812 Penalty: 2212.219482 Iteration 4Q: 3 clusters Score -85552.13 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -85584.304688 Penalty: 2212.219482 Iteration 5Q: 3 clusters Score -85584.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -85609.539062 Penalty: 2212.219482 Iteration 6Q: 3 clusters Score -85609.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -85630.101562 Penalty: 2212.219482 Iteration 7Q: 3 clusters Score -85630.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -85644.054688 Penalty: 2212.219482 Iteration 8Q: 3 clusters Score -85644.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -85663.953125 Penalty: 2212.219482 Iteration 9Q: 3 clusters Score -85663.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -85698.492188 Penalty: 2212.219482 Iteration 10Q: 3 clusters Score -85698.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -85721.992188 Penalty: 2212.219482 Iteration 11Q: 3 clusters Score -85721.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -85737.726562 Penalty: 2212.219482 Iteration 12Q: 3 clusters Score -85737.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -85761.671875 Penalty: 2212.219482 Iteration 13Q: 3 clusters Score -85761.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -85779.039062 Penalty: 2212.219482 Iteration 14Q: 3 clusters Score -85779.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -85788.609375 Penalty: 2212.219482 Iteration 15Q: 3 clusters Score -85788.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -85801.023438 Penalty: 2212.219482 Iteration 16Q: 3 clusters Score -85801.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -85809.804688 Penalty: 2212.219482 Iteration 17Q: 3 clusters Score -85809.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -85814.304688 Penalty: 2212.219482 Iteration 18Q: 3 clusters Score -85814.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -85819.007812 Penalty: 2212.219482 Iteration 19Q: 3 clusters Score -85819.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -85820.046875 Penalty: 2212.219482 Iteration 20F: 3 clusters Score -85820.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Entering Unmasked Estep Score: -87137.117188 Penalty: 1132.743652 Iteration 0F: 2 clusters Score -87137.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -85759.390625 Penalty: 2265.487305 Iteration 0F: 3 clusters Score -85759.39 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -86139.257812 Penalty: 2265.487305 Iteration 1F: 3 clusters Score -86139.26 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -86280.007812 Penalty: 2265.487305 Iteration 2F: 3 clusters Score -86280.01 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -86363.804688 Penalty: 2265.487305 Iteration 3F: 3 clusters Score -86363.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -86465.687500 Penalty: 2265.487305 Iteration 4F: 3 clusters Score -86465.69 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -86573.828125 Penalty: 2265.487305 Iteration 5F: 3 clusters Score -86573.83 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -86694.679688 Penalty: 2265.487305 Iteration 6F: 3 clusters Score -86694.68 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -86807.554688 Penalty: 2265.487305 Iteration 7Q: 3 clusters Score -86807.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -86917.539062 Penalty: 2265.487305 Iteration 8Q: 3 clusters Score -86917.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -86976.382812 Penalty: 2265.487305 Iteration 9Q: 3 clusters Score -86976.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -87000.109375 Penalty: 2265.487305 Iteration 10Q: 3 clusters Score -87000.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -87008.890625 Penalty: 2265.487305 Iteration 11Q: 3 clusters Score -87008.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -87010.726562 Penalty: 2265.487305 Iteration 12Q: 3 clusters Score -87010.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -87010.726562 Penalty: 2265.487305 Iteration 13F: 3 clusters Score -87010.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Entering Unmasked Estep Score: -449889.093750 Penalty: 1368.002563 Iteration 0F: 2 clusters Score -449889.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -446201.031250 Penalty: 2736.005127 Iteration 0F: 3 clusters Score -446201 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -447132.906250 Penalty: 2736.005127 Iteration 1F: 3 clusters Score -447132.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -447293.437500 Penalty: 2736.005127 Iteration 2F: 3 clusters Score -447293.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -447400.062500 Penalty: 2736.005127 Iteration 3F: 3 clusters Score -447400.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -447482.687500 Penalty: 2736.005127 Iteration 4Q: 3 clusters Score -447482.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -447570.937500 Penalty: 2736.005127 Iteration 5Q: 3 clusters Score -447570.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -447680.250000 Penalty: 2736.005127 Iteration 6Q: 3 clusters Score -447680.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -447816.687500 Penalty: 2736.005127 Iteration 7Q: 3 clusters Score -447816.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -447991.000000 Penalty: 2736.005127 Iteration 8Q: 3 clusters Score -447991 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -448203.468750 Penalty: 2736.005127 Iteration 9F: 3 clusters Score -448203.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -448433.687500 Penalty: 2736.005127 Iteration 10F: 3 clusters Score -448433.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -448659.156250 Penalty: 2736.005127 Iteration 11F: 3 clusters Score -448659.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -448796.250000 Penalty: 2736.005127 Iteration 12Q: 3 clusters Score -448796.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -448881.843750 Penalty: 2736.005127 Iteration 13Q: 3 clusters Score -448881.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -448952.531250 Penalty: 2736.005127 Iteration 14Q: 3 clusters Score -448952.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -448997.812500 Penalty: 2736.005127 Iteration 15Q: 3 clusters Score -448997.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -449036.625000 Penalty: 2736.005127 Iteration 16Q: 3 clusters Score -449036.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -449077.343750 Penalty: 2736.005127 Iteration 17Q: 3 clusters Score -449077.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -449099.062500 Penalty: 2736.005127 Iteration 18Q: 3 clusters Score -449099.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -449118.093750 Penalty: 2736.005127 Iteration 19Q: 3 clusters Score -449118.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -449132.437500 Penalty: 2736.005127 Iteration 20F: 3 clusters Score -449132.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -449144.937500 Penalty: 2736.005127 Iteration 21Q: 3 clusters Score -449144.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -449161.875000 Penalty: 2736.005127 Iteration 22Q: 3 clusters Score -449161.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -449170.843750 Penalty: 2736.005127 Iteration 23Q: 3 clusters Score -449170.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -449178.281250 Penalty: 2736.005127 Iteration 24Q: 3 clusters Score -449178.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -449181.500000 Penalty: 2736.005127 Iteration 25Q: 3 clusters Score -449181.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -449185.187500 Penalty: 2736.005127 Iteration 26Q: 3 clusters Score -449185.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -449188.031250 Penalty: 2736.005127 Iteration 27Q: 3 clusters Score -449188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -449189.406250 Penalty: 2736.005127 Iteration 28Q: 3 clusters Score -449189.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -449190.500000 Penalty: 2736.005127 Iteration 29Q: 3 clusters Score -449190.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -449192.343750 Penalty: 2736.005127 Iteration 30Q: 3 clusters Score -449192.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -449194.750000 Penalty: 2736.005127 Iteration 31Q: 3 clusters Score -449194.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -449197.562500 Penalty: 2736.005127 Iteration 32Q: 3 clusters Score -449197.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -449200.125000 Penalty: 2736.005127 Iteration 33Q: 3 clusters Score -449200.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -449203.875000 Penalty: 2736.005127 Iteration 34Q: 3 clusters Score -449203.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -449205.750000 Penalty: 2736.005127 Iteration 35Q: 3 clusters Score -449205.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -449208.218750 Penalty: 2736.005127 Iteration 36Q: 3 clusters Score -449208.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -449208.718750 Penalty: 2736.005127 Iteration 37Q: 3 clusters Score -449208.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -449210.406250 Penalty: 2736.005127 Iteration 38Q: 3 clusters Score -449210.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -449210.437500 Penalty: 2736.005127 Iteration 39Q: 3 clusters Score -449210.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -449211.187500 Penalty: 2736.005127 Iteration 40F: 3 clusters Score -449211.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Entering Unmasked Estep Score: -117430.312500 Penalty: 1159.678467 Iteration 0F: 2 clusters Score -117430.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -115880.312500 Penalty: 2319.356934 Iteration 0F: 3 clusters Score -115880.3 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -116327.046875 Penalty: 2319.356934 Iteration 1F: 3 clusters Score -116327 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -116497.937500 Penalty: 2319.356934 Iteration 2F: 3 clusters Score -116497.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -116619.515625 Penalty: 2319.356934 Iteration 3F: 3 clusters Score -116619.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -116758.789062 Penalty: 2319.356934 Iteration 4Q: 3 clusters Score -116758.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -116947.398438 Penalty: 2319.356934 Iteration 5Q: 3 clusters Score -116947.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -117219.453125 Penalty: 2319.356934 Iteration 6F: 3 clusters Score -117219.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -117757.085938 Penalty: 2319.356934 Iteration 7F: 3 clusters Score -117757.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -118602.695312 Penalty: 2319.356934 Iteration 8F: 3 clusters Score -118602.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -119353.414062 Penalty: 2319.356934 Iteration 9F: 3 clusters Score -119353.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -119507.796875 Penalty: 2319.356934 Iteration 10Q: 3 clusters Score -119507.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -119516.875000 Penalty: 2319.356934 Iteration 11Q: 3 clusters Score -119516.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -119519.406250 Penalty: 2319.356934 Iteration 12Q: 3 clusters Score -119519.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -119519.406250 Penalty: 2319.356934 Iteration 13F: 3 clusters Score -119519.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 1510 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 9242 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1278 members Mstep: Class 29 contains 1849 members Mstep: Class 30 contains 541 members Entering Unmasked Estep Score: -8172058.000000 Penalty: 55486.511719 Splitting cluster 10 changes total score from -8168867.000000 to -8172058.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 11 (1017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Entering Unmasked Estep Score: -97759.656250 Penalty: 1125.249512 Iteration 0F: 2 clusters Score -97759.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -96318.085938 Penalty: 2250.499023 Iteration 0F: 3 clusters Score -96318.09 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -96602.789062 Penalty: 2250.499023 Iteration 1F: 3 clusters Score -96602.79 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -96665.921875 Penalty: 2250.499023 Iteration 2F: 3 clusters Score -96665.92 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -96692.375000 Penalty: 2250.499023 Iteration 3Q: 3 clusters Score -96692.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -96724.570312 Penalty: 2250.499023 Iteration 4Q: 3 clusters Score -96724.57 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -96756.320312 Penalty: 2250.499023 Iteration 5Q: 3 clusters Score -96756.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -96776.140625 Penalty: 2250.499023 Iteration 6Q: 3 clusters Score -96776.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -96788.031250 Penalty: 2250.499023 Iteration 7Q: 3 clusters Score -96788.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -96803.906250 Penalty: 2250.499023 Iteration 8Q: 3 clusters Score -96803.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -96825.015625 Penalty: 2250.499023 Iteration 9Q: 3 clusters Score -96825.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -96836.890625 Penalty: 2250.499023 Iteration 10Q: 3 clusters Score -96836.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -96849.234375 Penalty: 2250.499023 Iteration 11Q: 3 clusters Score -96849.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -96865.414062 Penalty: 2250.499023 Iteration 12Q: 3 clusters Score -96865.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -96873.125000 Penalty: 2250.499023 Iteration 13Q: 3 clusters Score -96873.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -96879.742188 Penalty: 2250.499023 Iteration 14Q: 3 clusters Score -96879.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -96885.679688 Penalty: 2250.499023 Iteration 15Q: 3 clusters Score -96885.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -96889.875000 Penalty: 2250.499023 Iteration 16Q: 3 clusters Score -96889.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -96891.750000 Penalty: 2250.499023 Iteration 17Q: 3 clusters Score -96891.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -96891.750000 Penalty: 2250.499023 Iteration 18F: 3 clusters Score -96891.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Entering Unmasked Estep Score: -908912.875000 Penalty: 1483.870972 Iteration 0F: 2 clusters Score -908912.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -902260.250000 Penalty: 2967.741943 Iteration 0F: 3 clusters Score -902260.2 nChanged 3994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -904431.125000 Penalty: 2967.741943 Iteration 1F: 3 clusters Score -904431.1 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -904722.875000 Penalty: 2967.741943 Iteration 2F: 3 clusters Score -904722.9 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -905217.875000 Penalty: 2967.741943 Iteration 3F: 3 clusters Score -905217.9 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -906043.875000 Penalty: 2967.741943 Iteration 4F: 3 clusters Score -906043.9 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -907027.875000 Penalty: 2967.741943 Iteration 5F: 3 clusters Score -907027.9 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -907882.437500 Penalty: 2967.741943 Iteration 6F: 3 clusters Score -907882.4 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -908686.625000 Penalty: 2967.741943 Iteration 7F: 3 clusters Score -908686.6 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -909261.750000 Penalty: 2967.741943 Iteration 8F: 3 clusters Score -909261.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -909634.812500 Penalty: 2967.741943 Iteration 9Q: 3 clusters Score -909634.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -909871.937500 Penalty: 2967.741943 Iteration 10Q: 3 clusters Score -909871.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -910088.062500 Penalty: 2967.741943 Iteration 11Q: 3 clusters Score -910088.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -910311.125000 Penalty: 2967.741943 Iteration 12Q: 3 clusters Score -910311.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -910457.125000 Penalty: 2967.741943 Iteration 13Q: 3 clusters Score -910457.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -910526.812500 Penalty: 2967.741943 Iteration 14Q: 3 clusters Score -910526.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -910549.875000 Penalty: 2967.741943 Iteration 15Q: 3 clusters Score -910549.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -910559.062500 Penalty: 2967.741943 Iteration 16Q: 3 clusters Score -910559.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -910566.375000 Penalty: 2967.741943 Iteration 17Q: 3 clusters Score -910566.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -910572.687500 Penalty: 2967.741943 Iteration 18Q: 3 clusters Score -910572.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -910577.625000 Penalty: 2967.741943 Iteration 19Q: 3 clusters Score -910577.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -910580.375000 Penalty: 2967.741943 Iteration 20F: 3 clusters Score -910580.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -910580.437500 Penalty: 2967.741943 Iteration 21Q: 3 clusters Score -910580.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -910579.125000 Penalty: 2967.741943 Iteration 22Q: 3 clusters Score -910579.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -910579.250000 Penalty: 2967.741943 Iteration 23Q: 3 clusters Score -910579.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -910579.250000 Penalty: 2967.741943 Iteration 24F: 3 clusters Score -910579.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 1510 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 1360 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1025 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1278 members Mstep: Class 29 contains 1849 members Mstep: Class 30 contains 541 members Mstep: Class 31 contains 7882 members Entering Unmasked Estep Score: -8173363.500000 Penalty: 57336.062500 Splitting cluster 12 changes total score from -8168867.000000 to -8173363.500000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 13 (7251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Entering Unmasked Estep Score: -706697.000000 Penalty: 1444.445435 Iteration 0F: 2 clusters Score -706697 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -701252.062500 Penalty: 2888.890869 Iteration 0F: 3 clusters Score -701252.1 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -703014.937500 Penalty: 2888.890869 Iteration 1F: 3 clusters Score -703014.9 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -703324.625000 Penalty: 2888.890869 Iteration 2F: 3 clusters Score -703324.6 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -703618.687500 Penalty: 2888.890869 Iteration 3F: 3 clusters Score -703618.7 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -703893.562500 Penalty: 2888.890869 Iteration 4F: 3 clusters Score -703893.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -704125.375000 Penalty: 2888.890869 Iteration 5F: 3 clusters Score -704125.4 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -704324.312500 Penalty: 2888.890869 Iteration 6Q: 3 clusters Score -704324.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -704532.875000 Penalty: 2888.890869 Iteration 7Q: 3 clusters Score -704532.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -704740.687500 Penalty: 2888.890869 Iteration 8Q: 3 clusters Score -704740.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -704906.937500 Penalty: 2888.890869 Iteration 9Q: 3 clusters Score -704906.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -705045.312500 Penalty: 2888.890869 Iteration 10Q: 3 clusters Score -705045.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -705189.562500 Penalty: 2888.890869 Iteration 11Q: 3 clusters Score -705189.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -705314.562500 Penalty: 2888.890869 Iteration 12Q: 3 clusters Score -705314.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -705414.125000 Penalty: 2888.890869 Iteration 13Q: 3 clusters Score -705414.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -705475.250000 Penalty: 2888.890869 Iteration 14Q: 3 clusters Score -705475.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -705517.125000 Penalty: 2888.890869 Iteration 15Q: 3 clusters Score -705517.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -705551.000000 Penalty: 2888.890869 Iteration 16Q: 3 clusters Score -705551 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -705576.375000 Penalty: 2888.890869 Iteration 17Q: 3 clusters Score -705576.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -705599.750000 Penalty: 2888.890869 Iteration 18Q: 3 clusters Score -705599.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -705618.875000 Penalty: 2888.890869 Iteration 19Q: 3 clusters Score -705618.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -705642.125000 Penalty: 2888.890869 Iteration 20F: 3 clusters Score -705642.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -705662.562500 Penalty: 2888.890869 Iteration 21Q: 3 clusters Score -705662.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -705689.687500 Penalty: 2888.890869 Iteration 22Q: 3 clusters Score -705689.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -705707.937500 Penalty: 2888.890869 Iteration 23Q: 3 clusters Score -705707.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -705720.812500 Penalty: 2888.890869 Iteration 24Q: 3 clusters Score -705720.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -705729.250000 Penalty: 2888.890869 Iteration 25Q: 3 clusters Score -705729.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -705733.625000 Penalty: 2888.890869 Iteration 26Q: 3 clusters Score -705733.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -705737.625000 Penalty: 2888.890869 Iteration 27Q: 3 clusters Score -705737.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -705743.500000 Penalty: 2888.890869 Iteration 28Q: 3 clusters Score -705743.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -705748.312500 Penalty: 2888.890869 Iteration 29Q: 3 clusters Score -705748.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -705753.062500 Penalty: 2888.890869 Iteration 30Q: 3 clusters Score -705753.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -705757.750000 Penalty: 2888.890869 Iteration 31Q: 3 clusters Score -705757.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -705759.937500 Penalty: 2888.890869 Iteration 32Q: 3 clusters Score -705759.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -705761.437500 Penalty: 2888.890869 Iteration 33Q: 3 clusters Score -705761.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -705762.375000 Penalty: 2888.890869 Iteration 34Q: 3 clusters Score -705762.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -705763.937500 Penalty: 2888.890869 Iteration 35Q: 3 clusters Score -705763.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -705765.812500 Penalty: 2888.890869 Iteration 36Q: 3 clusters Score -705765.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -705765.812500 Penalty: 2888.890869 Iteration 37F: 3 clusters Score -705765.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14712 members Entering Unmasked Estep Score: -1401635.500000 Penalty: 1559.417969 Iteration 0F: 2 clusters Score -1401636 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -1391451.125000 Penalty: 3118.835938 Iteration 0F: 3 clusters Score -1391451 nChanged 6534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -1395129.625000 Penalty: 3118.835938 Iteration 1F: 3 clusters Score -1395130 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1395499.875000 Penalty: 3118.835938 Iteration 2F: 3 clusters Score -1395500 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -1395890.000000 Penalty: 3118.835938 Iteration 3F: 3 clusters Score -1395890 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1396290.750000 Penalty: 3118.835938 Iteration 4F: 3 clusters Score -1396291 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -1396721.000000 Penalty: 3118.835938 Iteration 5F: 3 clusters Score -1396721 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -1397175.250000 Penalty: 3118.835938 Iteration 6F: 3 clusters Score -1397175 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -1397654.125000 Penalty: 3118.835938 Iteration 7F: 3 clusters Score -1397654 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -1398121.500000 Penalty: 3118.835938 Iteration 8Q: 3 clusters Score -1398122 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -1398581.500000 Penalty: 3118.835938 Iteration 9Q: 3 clusters Score -1398582 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 8960 members Entering Unmasked Estep Score: -1398957.125000 Penalty: 3118.835938 Iteration 10Q: 3 clusters Score -1398957 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -1399168.250000 Penalty: 3118.835938 Iteration 11Q: 3 clusters Score -1399168 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -1399310.000000 Penalty: 3118.835938 Iteration 12Q: 3 clusters Score -1399310 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -1399418.125000 Penalty: 3118.835938 Iteration 13Q: 3 clusters Score -1399418 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -1399489.250000 Penalty: 3118.835938 Iteration 14Q: 3 clusters Score -1399489 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -1399526.750000 Penalty: 3118.835938 Iteration 15Q: 3 clusters Score -1399527 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -1399558.000000 Penalty: 3118.835938 Iteration 16Q: 3 clusters Score -1399558 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -1399583.500000 Penalty: 3118.835938 Iteration 17Q: 3 clusters Score -1399584 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -1399608.875000 Penalty: 3118.835938 Iteration 18Q: 3 clusters Score -1399609 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -1399617.000000 Penalty: 3118.835938 Iteration 19Q: 3 clusters Score -1399617 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 9674 members Entering Unmasked Estep Score: -1399626.125000 Penalty: 3118.835938 Iteration 20F: 3 clusters Score -1399626 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -1399640.625000 Penalty: 3118.835938 Iteration 21Q: 3 clusters Score -1399641 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 9756 members Entering Unmasked Estep Score: -1399653.750000 Penalty: 3118.835938 Iteration 22Q: 3 clusters Score -1399654 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 9797 members Entering Unmasked Estep Score: -1399659.625000 Penalty: 3118.835938 Iteration 23Q: 3 clusters Score -1399660 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -1399668.750000 Penalty: 3118.835938 Iteration 24Q: 3 clusters Score -1399669 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -1399678.000000 Penalty: 3118.835938 Iteration 25Q: 3 clusters Score -1399678 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -1399683.750000 Penalty: 3118.835938 Iteration 26Q: 3 clusters Score -1399684 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -1399688.625000 Penalty: 3118.835938 Iteration 27Q: 3 clusters Score -1399689 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -1399694.750000 Penalty: 3118.835938 Iteration 28Q: 3 clusters Score -1399695 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -1399697.125000 Penalty: 3118.835938 Iteration 29Q: 3 clusters Score -1399697 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -1399702.750000 Penalty: 3118.835938 Iteration 30Q: 3 clusters Score -1399703 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1399708.875000 Penalty: 3118.835938 Iteration 31Q: 3 clusters Score -1399709 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 10061 members Entering Unmasked Estep Score: -1399709.250000 Penalty: 3118.835938 Iteration 32Q: 3 clusters Score -1399709 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -1399712.000000 Penalty: 3118.835938 Iteration 33Q: 3 clusters Score -1399712 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -1399720.875000 Penalty: 3118.835938 Iteration 34Q: 3 clusters Score -1399721 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -1399725.250000 Penalty: 3118.835938 Iteration 35Q: 3 clusters Score -1399725 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -1399728.875000 Penalty: 3118.835938 Iteration 36Q: 3 clusters Score -1399729 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -1399733.500000 Penalty: 3118.835938 Iteration 37Q: 3 clusters Score -1399734 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -1399737.500000 Penalty: 3118.835938 Iteration 38Q: 3 clusters Score -1399738 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 10216 members Entering Unmasked Estep Score: -1399735.250000 Penalty: 3118.835938 Iteration 39Q: 3 clusters Score -1399735 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -1399739.625000 Penalty: 3118.835938 Iteration 40F: 3 clusters Score -1399740 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -1399752.250000 Penalty: 3118.835938 Iteration 41Q: 3 clusters Score -1399752 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -1399753.250000 Penalty: 3118.835938 Iteration 42Q: 3 clusters Score -1399753 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 10314 members Entering Unmasked Estep Score: -1399760.375000 Penalty: 3118.835938 Iteration 43Q: 3 clusters Score -1399760 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -1399761.750000 Penalty: 3118.835938 Iteration 44Q: 3 clusters Score -1399762 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -1399764.375000 Penalty: 3118.835938 Iteration 45Q: 3 clusters Score -1399764 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -1399764.750000 Penalty: 3118.835938 Iteration 46Q: 3 clusters Score -1399765 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -1399768.625000 Penalty: 3118.835938 Iteration 47Q: 3 clusters Score -1399769 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -1399766.000000 Penalty: 3118.835938 Iteration 48Q: 3 clusters Score -1399766 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -1399766.375000 Penalty: 3118.835938 Iteration 49Q: 3 clusters Score -1399766 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 10412 members Entering Unmasked Estep Score: -1399772.375000 Penalty: 3118.835938 Iteration 50Q: 3 clusters Score -1399772 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -1399772.250000 Penalty: 3118.835938 Iteration 51Q: 3 clusters Score -1399772 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 10441 members Entering Unmasked Estep Score: -1399774.500000 Penalty: 3118.835938 Iteration 52Q: 3 clusters Score -1399774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 10456 members Entering Unmasked Estep Score: -1399777.250000 Penalty: 3118.835938 Iteration 53Q: 3 clusters Score -1399777 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -1399776.250000 Penalty: 3118.835938 Iteration 54Q: 3 clusters Score -1399776 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -1399776.125000 Penalty: 3118.835938 Iteration 55Q: 3 clusters Score -1399776 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 10482 members Entering Unmasked Estep Score: -1399776.625000 Penalty: 3118.835938 Iteration 56Q: 3 clusters Score -1399777 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -1399778.500000 Penalty: 3118.835938 Iteration 57Q: 3 clusters Score -1399778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 10494 members Entering Unmasked Estep Score: -1399779.375000 Penalty: 3118.835938 Iteration 58Q: 3 clusters Score -1399779 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 10497 members Entering Unmasked Estep Score: -1399777.250000 Penalty: 3118.835938 Iteration 59Q: 3 clusters Score -1399777 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 10503 members Entering Unmasked Estep Score: -1399778.750000 Penalty: 3118.835938 Iteration 60F: 3 clusters Score -1399779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 10507 members Entering Unmasked Estep Score: -1399776.375000 Penalty: 3118.835938 Iteration 61Q: 3 clusters Score -1399776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -1399776.250000 Penalty: 3118.835938 Iteration 62Q: 3 clusters Score -1399776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -1399778.125000 Penalty: 3118.835938 Iteration 63Q: 3 clusters Score -1399778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -1399779.875000 Penalty: 3118.835938 Iteration 64Q: 3 clusters Score -1399780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -1399776.750000 Penalty: 3118.835938 Iteration 65Q: 3 clusters Score -1399777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -1399778.375000 Penalty: 3118.835938 Iteration 66Q: 3 clusters Score -1399778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 10517 members Entering Unmasked Estep Score: -1399780.875000 Penalty: 3118.835938 Iteration 67Q: 3 clusters Score -1399781 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 10517 members Entering Unmasked Estep Score: -1399780.875000 Penalty: 3118.835938 Iteration 68F: 3 clusters Score -1399781 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6072 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Entering Unmasked Estep Score: -576255.562500 Penalty: 1415.609497 Iteration 0F: 2 clusters Score -576255.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -571617.687500 Penalty: 2831.218994 Iteration 0F: 3 clusters Score -571617.7 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -573191.250000 Penalty: 2831.218994 Iteration 1F: 3 clusters Score -573191.2 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -573668.750000 Penalty: 2831.218994 Iteration 2F: 3 clusters Score -573668.8 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -574120.437500 Penalty: 2831.218994 Iteration 3F: 3 clusters Score -574120.4 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -574503.000000 Penalty: 2831.218994 Iteration 4F: 3 clusters Score -574503 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -574780.125000 Penalty: 2831.218994 Iteration 5F: 3 clusters Score -574780.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -574983.875000 Penalty: 2831.218994 Iteration 6F: 3 clusters Score -574983.9 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -575144.812500 Penalty: 2831.218994 Iteration 7Q: 3 clusters Score -575144.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -575264.187500 Penalty: 2831.218994 Iteration 8Q: 3 clusters Score -575264.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -575350.375000 Penalty: 2831.218994 Iteration 9Q: 3 clusters Score -575350.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -575395.937500 Penalty: 2831.218994 Iteration 10Q: 3 clusters Score -575395.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -575437.687500 Penalty: 2831.218994 Iteration 11Q: 3 clusters Score -575437.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -575476.250000 Penalty: 2831.218994 Iteration 12Q: 3 clusters Score -575476.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -575511.375000 Penalty: 2831.218994 Iteration 13Q: 3 clusters Score -575511.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -575538.687500 Penalty: 2831.218994 Iteration 14Q: 3 clusters Score -575538.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -575563.812500 Penalty: 2831.218994 Iteration 15Q: 3 clusters Score -575563.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -575600.312500 Penalty: 2831.218994 Iteration 16Q: 3 clusters Score -575600.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -575623.250000 Penalty: 2831.218994 Iteration 17Q: 3 clusters Score -575623.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -575641.750000 Penalty: 2831.218994 Iteration 18Q: 3 clusters Score -575641.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -575653.687500 Penalty: 2831.218994 Iteration 19Q: 3 clusters Score -575653.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -575667.375000 Penalty: 2831.218994 Iteration 20F: 3 clusters Score -575667.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -575678.750000 Penalty: 2831.218994 Iteration 21Q: 3 clusters Score -575678.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -575688.500000 Penalty: 2831.218994 Iteration 22Q: 3 clusters Score -575688.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -575693.687500 Penalty: 2831.218994 Iteration 23Q: 3 clusters Score -575693.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -575698.562500 Penalty: 2831.218994 Iteration 24Q: 3 clusters Score -575698.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -575702.687500 Penalty: 2831.218994 Iteration 25Q: 3 clusters Score -575702.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -575707.312500 Penalty: 2831.218994 Iteration 26Q: 3 clusters Score -575707.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -575711.500000 Penalty: 2831.218994 Iteration 27Q: 3 clusters Score -575711.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -575714.812500 Penalty: 2831.218994 Iteration 28Q: 3 clusters Score -575714.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -575719.062500 Penalty: 2831.218994 Iteration 29Q: 3 clusters Score -575719.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -575724.187500 Penalty: 2831.218994 Iteration 30Q: 3 clusters Score -575724.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -575726.875000 Penalty: 2831.218994 Iteration 31Q: 3 clusters Score -575726.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -575731.187500 Penalty: 2831.218994 Iteration 32Q: 3 clusters Score -575731.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -575735.312500 Penalty: 2831.218994 Iteration 33Q: 3 clusters Score -575735.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -575741.562500 Penalty: 2831.218994 Iteration 34Q: 3 clusters Score -575741.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -575753.312500 Penalty: 2831.218994 Iteration 35Q: 3 clusters Score -575753.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -575767.000000 Penalty: 2831.218994 Iteration 36Q: 3 clusters Score -575767 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -575781.125000 Penalty: 2831.218994 Iteration 37Q: 3 clusters Score -575781.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -575796.500000 Penalty: 2831.218994 Iteration 38Q: 3 clusters Score -575796.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -575809.125000 Penalty: 2831.218994 Iteration 39Q: 3 clusters Score -575809.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -575822.062500 Penalty: 2831.218994 Iteration 40F: 3 clusters Score -575822.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -575836.875000 Penalty: 2831.218994 Iteration 41Q: 3 clusters Score -575836.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -575853.625000 Penalty: 2831.218994 Iteration 42Q: 3 clusters Score -575853.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -575873.187500 Penalty: 2831.218994 Iteration 43Q: 3 clusters Score -575873.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -575890.875000 Penalty: 2831.218994 Iteration 44Q: 3 clusters Score -575890.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -575908.875000 Penalty: 2831.218994 Iteration 45Q: 3 clusters Score -575908.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -575924.187500 Penalty: 2831.218994 Iteration 46Q: 3 clusters Score -575924.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -575933.875000 Penalty: 2831.218994 Iteration 47Q: 3 clusters Score -575933.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -575942.937500 Penalty: 2831.218994 Iteration 48Q: 3 clusters Score -575942.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -575946.687500 Penalty: 2831.218994 Iteration 49Q: 3 clusters Score -575946.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -575950.187500 Penalty: 2831.218994 Iteration 50Q: 3 clusters Score -575950.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -575957.000000 Penalty: 2831.218994 Iteration 51Q: 3 clusters Score -575957 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -575957.062500 Penalty: 2831.218994 Iteration 52Q: 3 clusters Score -575957.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -575957.062500 Penalty: 2831.218994 Iteration 53F: 3 clusters Score -575957.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Entering Unmasked Estep Score: -256604.625000 Penalty: 1278.963989 Iteration 0F: 2 clusters Score -256604.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -254139.468750 Penalty: 2557.927979 Iteration 0F: 3 clusters Score -254139.5 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -254774.531250 Penalty: 2557.927979 Iteration 1F: 3 clusters Score -254774.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -254928.437500 Penalty: 2557.927979 Iteration 2F: 3 clusters Score -254928.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -255068.046875 Penalty: 2557.927979 Iteration 3F: 3 clusters Score -255068 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -255166.312500 Penalty: 2557.927979 Iteration 4F: 3 clusters Score -255166.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -255237.046875 Penalty: 2557.927979 Iteration 5Q: 3 clusters Score -255237 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -255284.437500 Penalty: 2557.927979 Iteration 6Q: 3 clusters Score -255284.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -255318.671875 Penalty: 2557.927979 Iteration 7Q: 3 clusters Score -255318.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -255342.234375 Penalty: 2557.927979 Iteration 8Q: 3 clusters Score -255342.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -255363.906250 Penalty: 2557.927979 Iteration 9Q: 3 clusters Score -255363.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -255383.828125 Penalty: 2557.927979 Iteration 10Q: 3 clusters Score -255383.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -255405.578125 Penalty: 2557.927979 Iteration 11Q: 3 clusters Score -255405.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -255430.406250 Penalty: 2557.927979 Iteration 12Q: 3 clusters Score -255430.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -255449.921875 Penalty: 2557.927979 Iteration 13Q: 3 clusters Score -255449.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -255469.750000 Penalty: 2557.927979 Iteration 14Q: 3 clusters Score -255469.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -255483.890625 Penalty: 2557.927979 Iteration 15Q: 3 clusters Score -255483.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -255493.421875 Penalty: 2557.927979 Iteration 16Q: 3 clusters Score -255493.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -255499.031250 Penalty: 2557.927979 Iteration 17Q: 3 clusters Score -255499 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -255504.843750 Penalty: 2557.927979 Iteration 18Q: 3 clusters Score -255504.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -255510.718750 Penalty: 2557.927979 Iteration 19Q: 3 clusters Score -255510.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -255514.593750 Penalty: 2557.927979 Iteration 20F: 3 clusters Score -255514.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -255519.015625 Penalty: 2557.927979 Iteration 21Q: 3 clusters Score -255519 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -255523.765625 Penalty: 2557.927979 Iteration 22Q: 3 clusters Score -255523.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -255529.062500 Penalty: 2557.927979 Iteration 23Q: 3 clusters Score -255529.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -255532.812500 Penalty: 2557.927979 Iteration 24Q: 3 clusters Score -255532.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -255537.890625 Penalty: 2557.927979 Iteration 25Q: 3 clusters Score -255537.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -255540.843750 Penalty: 2557.927979 Iteration 26Q: 3 clusters Score -255540.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -255543.687500 Penalty: 2557.927979 Iteration 27Q: 3 clusters Score -255543.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -255544.796875 Penalty: 2557.927979 Iteration 28Q: 3 clusters Score -255544.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -255546.687500 Penalty: 2557.927979 Iteration 29Q: 3 clusters Score -255546.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -255552.578125 Penalty: 2557.927979 Iteration 30Q: 3 clusters Score -255552.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -255555.437500 Penalty: 2557.927979 Iteration 31Q: 3 clusters Score -255555.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -255558.000000 Penalty: 2557.927979 Iteration 32Q: 3 clusters Score -255558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -255559.468750 Penalty: 2557.927979 Iteration 33Q: 3 clusters Score -255559.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -255561.843750 Penalty: 2557.927979 Iteration 34Q: 3 clusters Score -255561.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -255561.875000 Penalty: 2557.927979 Iteration 35Q: 3 clusters Score -255561.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -255562.562500 Penalty: 2557.927979 Iteration 36Q: 3 clusters Score -255562.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -255562.562500 Penalty: 2557.927979 Iteration 37F: 3 clusters Score -255562.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Entering Unmasked Estep Score: -127563.687500 Penalty: 1187.202271 Iteration 0F: 2 clusters Score -127563.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -125872.148438 Penalty: 2374.404541 Iteration 0F: 3 clusters Score -125872.1 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -126415.289062 Penalty: 2374.404541 Iteration 1F: 3 clusters Score -126415.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -126602.445312 Penalty: 2374.404541 Iteration 2F: 3 clusters Score -126602.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -126691.875000 Penalty: 2374.404541 Iteration 3F: 3 clusters Score -126691.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -126746.546875 Penalty: 2374.404541 Iteration 4Q: 3 clusters Score -126746.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -126797.445312 Penalty: 2374.404541 Iteration 5Q: 3 clusters Score -126797.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -126824.367188 Penalty: 2374.404541 Iteration 6Q: 3 clusters Score -126824.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -126854.109375 Penalty: 2374.404541 Iteration 7Q: 3 clusters Score -126854.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -126878.906250 Penalty: 2374.404541 Iteration 8Q: 3 clusters Score -126878.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -126910.109375 Penalty: 2374.404541 Iteration 9Q: 3 clusters Score -126910.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -126942.867188 Penalty: 2374.404541 Iteration 10Q: 3 clusters Score -126942.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -126977.070312 Penalty: 2374.404541 Iteration 11Q: 3 clusters Score -126977.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -127021.562500 Penalty: 2374.404541 Iteration 12Q: 3 clusters Score -127021.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -127056.093750 Penalty: 2374.404541 Iteration 13Q: 3 clusters Score -127056.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -127094.398438 Penalty: 2374.404541 Iteration 14Q: 3 clusters Score -127094.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -127117.335938 Penalty: 2374.404541 Iteration 15Q: 3 clusters Score -127117.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -127136.265625 Penalty: 2374.404541 Iteration 16Q: 3 clusters Score -127136.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -127158.156250 Penalty: 2374.404541 Iteration 17Q: 3 clusters Score -127158.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -127170.726562 Penalty: 2374.404541 Iteration 18Q: 3 clusters Score -127170.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -127180.054688 Penalty: 2374.404541 Iteration 19Q: 3 clusters Score -127180.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -127193.468750 Penalty: 2374.404541 Iteration 20F: 3 clusters Score -127193.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -127221.585938 Penalty: 2374.404541 Iteration 21Q: 3 clusters Score -127221.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -127241.875000 Penalty: 2374.404541 Iteration 22Q: 3 clusters Score -127241.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -127255.710938 Penalty: 2374.404541 Iteration 23Q: 3 clusters Score -127255.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -127265.585938 Penalty: 2374.404541 Iteration 24Q: 3 clusters Score -127265.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -127279.750000 Penalty: 2374.404541 Iteration 25Q: 3 clusters Score -127279.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -127295.875000 Penalty: 2374.404541 Iteration 26Q: 3 clusters Score -127295.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -127317.679688 Penalty: 2374.404541 Iteration 27Q: 3 clusters Score -127317.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -127340.945312 Penalty: 2374.404541 Iteration 28Q: 3 clusters Score -127340.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -127368.289062 Penalty: 2374.404541 Iteration 29Q: 3 clusters Score -127368.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -127379.140625 Penalty: 2374.404541 Iteration 30Q: 3 clusters Score -127379.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -127400.750000 Penalty: 2374.404541 Iteration 31Q: 3 clusters Score -127400.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -127402.257812 Penalty: 2374.404541 Iteration 32Q: 3 clusters Score -127402.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -127402.570312 Penalty: 2374.404541 Iteration 33Q: 3 clusters Score -127402.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -127402.570312 Penalty: 2374.404541 Iteration 34F: 3 clusters Score -127402.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Entering Unmasked Estep Score: -39722.921875 Penalty: 1009.548462 Iteration 0F: 2 clusters Score -39722.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -38731.089844 Penalty: 2019.096924 Iteration 0F: 3 clusters Score -38731.09 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -39070.890625 Penalty: 2019.096924 Iteration 1F: 3 clusters Score -39070.89 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -39346.789062 Penalty: 2019.096924 Iteration 2F: 3 clusters Score -39346.79 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -39449.554688 Penalty: 2019.096924 Iteration 3F: 3 clusters Score -39449.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -39472.812500 Penalty: 2019.096924 Iteration 4Q: 3 clusters Score -39472.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -39484.503906 Penalty: 2019.096924 Iteration 5Q: 3 clusters Score -39484.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -39488.996094 Penalty: 2019.096924 Iteration 6Q: 3 clusters Score -39489 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -39491.785156 Penalty: 2019.096924 Iteration 7Q: 3 clusters Score -39491.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -39491.785156 Penalty: 2019.096924 Iteration 8F: 3 clusters Score -39491.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Entering Unmasked Estep Score: -282710.250000 Penalty: 1296.419800 Iteration 0F: 2 clusters Score -282710.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -280061.593750 Penalty: 2592.839600 Iteration 0F: 3 clusters Score -280061.6 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -280658.843750 Penalty: 2592.839600 Iteration 1F: 3 clusters Score -280658.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -280833.687500 Penalty: 2592.839600 Iteration 2F: 3 clusters Score -280833.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -280994.500000 Penalty: 2592.839600 Iteration 3F: 3 clusters Score -280994.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -281168.187500 Penalty: 2592.839600 Iteration 4F: 3 clusters Score -281168.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -281387.125000 Penalty: 2592.839600 Iteration 5F: 3 clusters Score -281387.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -281630.218750 Penalty: 2592.839600 Iteration 6F: 3 clusters Score -281630.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -281858.218750 Penalty: 2592.839600 Iteration 7F: 3 clusters Score -281858.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -282075.562500 Penalty: 2592.839600 Iteration 8F: 3 clusters Score -282075.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -282246.968750 Penalty: 2592.839600 Iteration 9F: 3 clusters Score -282247 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -282357.031250 Penalty: 2592.839600 Iteration 10Q: 3 clusters Score -282357 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -282416.843750 Penalty: 2592.839600 Iteration 11Q: 3 clusters Score -282416.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -282459.531250 Penalty: 2592.839600 Iteration 12Q: 3 clusters Score -282459.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -282481.343750 Penalty: 2592.839600 Iteration 13Q: 3 clusters Score -282481.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -282501.781250 Penalty: 2592.839600 Iteration 14Q: 3 clusters Score -282501.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -282520.781250 Penalty: 2592.839600 Iteration 15Q: 3 clusters Score -282520.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -282533.125000 Penalty: 2592.839600 Iteration 16Q: 3 clusters Score -282533.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -282539.656250 Penalty: 2592.839600 Iteration 17Q: 3 clusters Score -282539.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -282544.437500 Penalty: 2592.839600 Iteration 18Q: 3 clusters Score -282544.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -282547.687500 Penalty: 2592.839600 Iteration 19Q: 3 clusters Score -282547.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -282549.500000 Penalty: 2592.839600 Iteration 20F: 3 clusters Score -282549.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Entering Unmasked Estep Score: -169541.593750 Penalty: 1208.546021 Iteration 0F: 2 clusters Score -169541.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -167664.171875 Penalty: 2417.092041 Iteration 0F: 3 clusters Score -167664.2 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -168029.296875 Penalty: 2417.092041 Iteration 1F: 3 clusters Score -168029.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -168097.781250 Penalty: 2417.092041 Iteration 2F: 3 clusters Score -168097.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -168155.562500 Penalty: 2417.092041 Iteration 3Q: 3 clusters Score -168155.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -168191.921875 Penalty: 2417.092041 Iteration 4Q: 3 clusters Score -168191.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -168208.312500 Penalty: 2417.092041 Iteration 5Q: 3 clusters Score -168208.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -168220.843750 Penalty: 2417.092041 Iteration 6Q: 3 clusters Score -168220.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -168229.562500 Penalty: 2417.092041 Iteration 7Q: 3 clusters Score -168229.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -168235.750000 Penalty: 2417.092041 Iteration 8Q: 3 clusters Score -168235.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -168239.093750 Penalty: 2417.092041 Iteration 9Q: 3 clusters Score -168239.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -168242.265625 Penalty: 2417.092041 Iteration 10Q: 3 clusters Score -168242.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -168246.468750 Penalty: 2417.092041 Iteration 11Q: 3 clusters Score -168246.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -168248.843750 Penalty: 2417.092041 Iteration 12Q: 3 clusters Score -168248.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -168256.937500 Penalty: 2417.092041 Iteration 13Q: 3 clusters Score -168256.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -168265.796875 Penalty: 2417.092041 Iteration 14Q: 3 clusters Score -168265.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -168275.109375 Penalty: 2417.092041 Iteration 15Q: 3 clusters Score -168275.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -168284.234375 Penalty: 2417.092041 Iteration 16Q: 3 clusters Score -168284.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -168295.875000 Penalty: 2417.092041 Iteration 17Q: 3 clusters Score -168295.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -168303.531250 Penalty: 2417.092041 Iteration 18Q: 3 clusters Score -168303.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -168310.625000 Penalty: 2417.092041 Iteration 19Q: 3 clusters Score -168310.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -168320.562500 Penalty: 2417.092041 Iteration 20F: 3 clusters Score -168320.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -168344.562500 Penalty: 2417.092041 Iteration 21Q: 3 clusters Score -168344.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -168370.296875 Penalty: 2417.092041 Iteration 22Q: 3 clusters Score -168370.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -168391.843750 Penalty: 2417.092041 Iteration 23Q: 3 clusters Score -168391.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -168418.234375 Penalty: 2417.092041 Iteration 24Q: 3 clusters Score -168418.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -168444.140625 Penalty: 2417.092041 Iteration 25Q: 3 clusters Score -168444.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -168469.781250 Penalty: 2417.092041 Iteration 26Q: 3 clusters Score -168469.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -168494.109375 Penalty: 2417.092041 Iteration 27Q: 3 clusters Score -168494.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -168512.984375 Penalty: 2417.092041 Iteration 28Q: 3 clusters Score -168513 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -168530.984375 Penalty: 2417.092041 Iteration 29Q: 3 clusters Score -168531 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -168546.625000 Penalty: 2417.092041 Iteration 30Q: 3 clusters Score -168546.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -168566.296875 Penalty: 2417.092041 Iteration 31Q: 3 clusters Score -168566.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -168584.234375 Penalty: 2417.092041 Iteration 32Q: 3 clusters Score -168584.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -168598.593750 Penalty: 2417.092041 Iteration 33Q: 3 clusters Score -168598.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -168614.531250 Penalty: 2417.092041 Iteration 34Q: 3 clusters Score -168614.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -168627.687500 Penalty: 2417.092041 Iteration 35Q: 3 clusters Score -168627.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -168640.562500 Penalty: 2417.092041 Iteration 36Q: 3 clusters Score -168640.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -168653.015625 Penalty: 2417.092041 Iteration 37Q: 3 clusters Score -168653 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -168675.984375 Penalty: 2417.092041 Iteration 38Q: 3 clusters Score -168676 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -168689.062500 Penalty: 2417.092041 Iteration 39Q: 3 clusters Score -168689.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -168702.640625 Penalty: 2417.092041 Iteration 40F: 3 clusters Score -168702.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -168710.109375 Penalty: 2417.092041 Iteration 41Q: 3 clusters Score -168710.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -168714.562500 Penalty: 2417.092041 Iteration 42Q: 3 clusters Score -168714.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -168718.312500 Penalty: 2417.092041 Iteration 43Q: 3 clusters Score -168718.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -168718.312500 Penalty: 2417.092041 Iteration 44F: 3 clusters Score -168718.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -33863.410156 Penalty: 956.491943 Iteration 0F: 2 clusters Score -33863.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -32897.316406 Penalty: 1912.983887 Iteration 0F: 3 clusters Score -32897.32 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -33033.761719 Penalty: 1912.983887 Iteration 1F: 3 clusters Score -33033.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -33054.996094 Penalty: 1912.983887 Iteration 2Q: 3 clusters Score -33055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -33061.097656 Penalty: 1912.983887 Iteration 3Q: 3 clusters Score -33061.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -33062.527344 Penalty: 1912.983887 Iteration 4Q: 3 clusters Score -33062.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -33062.527344 Penalty: 1912.983887 Iteration 5F: 3 clusters Score -33062.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Entering Unmasked Estep Score: -101050.242188 Penalty: 1126.522827 Iteration 0F: 2 clusters Score -101050.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -99632.960938 Penalty: 2253.045654 Iteration 0F: 3 clusters Score -99632.96 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -99953.265625 Penalty: 2253.045654 Iteration 1F: 3 clusters Score -99953.27 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -100068.914062 Penalty: 2253.045654 Iteration 2F: 3 clusters Score -100068.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -100150.101562 Penalty: 2253.045654 Iteration 3F: 3 clusters Score -100150.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -100219.929688 Penalty: 2253.045654 Iteration 4Q: 3 clusters Score -100219.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -100317.312500 Penalty: 2253.045654 Iteration 5Q: 3 clusters Score -100317.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -100416.210938 Penalty: 2253.045654 Iteration 6Q: 3 clusters Score -100416.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -100518.976562 Penalty: 2253.045654 Iteration 7Q: 3 clusters Score -100519 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -100596.609375 Penalty: 2253.045654 Iteration 8Q: 3 clusters Score -100596.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -100671.789062 Penalty: 2253.045654 Iteration 9Q: 3 clusters Score -100671.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -100730.421875 Penalty: 2253.045654 Iteration 10Q: 3 clusters Score -100730.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -100797.335938 Penalty: 2253.045654 Iteration 11Q: 3 clusters Score -100797.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -100886.937500 Penalty: 2253.045654 Iteration 12Q: 3 clusters Score -100886.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -100951.023438 Penalty: 2253.045654 Iteration 13Q: 3 clusters Score -100951 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -100987.562500 Penalty: 2253.045654 Iteration 14Q: 3 clusters Score -100987.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -101005.828125 Penalty: 2253.045654 Iteration 15Q: 3 clusters Score -101005.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -101015.460938 Penalty: 2253.045654 Iteration 16Q: 3 clusters Score -101015.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -101021.250000 Penalty: 2253.045654 Iteration 17Q: 3 clusters Score -101021.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -101027.523438 Penalty: 2253.045654 Iteration 18Q: 3 clusters Score -101027.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -101032.273438 Penalty: 2253.045654 Iteration 19Q: 3 clusters Score -101032.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -101036.117188 Penalty: 2253.045654 Iteration 20F: 3 clusters Score -101036.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -101039.992188 Penalty: 2253.045654 Iteration 21Q: 3 clusters Score -101040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -101043.093750 Penalty: 2253.045654 Iteration 22Q: 3 clusters Score -101043.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -101047.156250 Penalty: 2253.045654 Iteration 23Q: 3 clusters Score -101047.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -101050.859375 Penalty: 2253.045654 Iteration 24Q: 3 clusters Score -101050.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -101051.750000 Penalty: 2253.045654 Iteration 25Q: 3 clusters Score -101051.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -101053.445312 Penalty: 2253.045654 Iteration 26Q: 3 clusters Score -101053.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -101053.445312 Penalty: 2253.045654 Iteration 27F: 3 clusters Score -101053.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 1510 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 1360 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 421 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 2533 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1278 members Mstep: Class 29 contains 1849 members Mstep: Class 30 contains 541 members Mstep: Class 31 contains 7882 members Mstep: Class 32 contains 604 members Entering Unmasked Estep Score: -8172641.000000 Penalty: 59185.613281 Splitting cluster 22 changes total score from -8168867.000000 to -8172641.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 23 (1287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Entering Unmasked Estep Score: -124403.085938 Penalty: 1163.511230 Iteration 0F: 2 clusters Score -124403.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -122774.281250 Penalty: 2327.022461 Iteration 0F: 3 clusters Score -122774.3 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -123093.671875 Penalty: 2327.022461 Iteration 1F: 3 clusters Score -123093.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -123248.898438 Penalty: 2327.022461 Iteration 2F: 3 clusters Score -123248.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -123390.312500 Penalty: 2327.022461 Iteration 3F: 3 clusters Score -123390.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -123461.156250 Penalty: 2327.022461 Iteration 4Q: 3 clusters Score -123461.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -123505.765625 Penalty: 2327.022461 Iteration 5Q: 3 clusters Score -123505.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -123531.164062 Penalty: 2327.022461 Iteration 6Q: 3 clusters Score -123531.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -123553.179688 Penalty: 2327.022461 Iteration 7Q: 3 clusters Score -123553.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -123573.171875 Penalty: 2327.022461 Iteration 8Q: 3 clusters Score -123573.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -123592.226562 Penalty: 2327.022461 Iteration 9Q: 3 clusters Score -123592.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -123606.085938 Penalty: 2327.022461 Iteration 10Q: 3 clusters Score -123606.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -123614.726562 Penalty: 2327.022461 Iteration 11Q: 3 clusters Score -123614.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -123620.414062 Penalty: 2327.022461 Iteration 12Q: 3 clusters Score -123620.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -123623.656250 Penalty: 2327.022461 Iteration 13Q: 3 clusters Score -123623.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -123628.945312 Penalty: 2327.022461 Iteration 14Q: 3 clusters Score -123628.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -123633.101562 Penalty: 2327.022461 Iteration 15Q: 3 clusters Score -123633.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -123634.687500 Penalty: 2327.022461 Iteration 16Q: 3 clusters Score -123634.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -123636.406250 Penalty: 2327.022461 Iteration 17Q: 3 clusters Score -123636.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -123636.406250 Penalty: 2327.022461 Iteration 18F: 3 clusters Score -123636.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Entering Unmasked Estep Score: -247227.218750 Penalty: 1273.538452 Iteration 0F: 2 clusters Score -247227.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -244769.140625 Penalty: 2547.076904 Iteration 0F: 3 clusters Score -244769.1 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -245392.250000 Penalty: 2547.076904 Iteration 1F: 3 clusters Score -245392.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -245621.968750 Penalty: 2547.076904 Iteration 2F: 3 clusters Score -245622 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -245771.203125 Penalty: 2547.076904 Iteration 3F: 3 clusters Score -245771.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -245880.015625 Penalty: 2547.076904 Iteration 4Q: 3 clusters Score -245880 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -246004.937500 Penalty: 2547.076904 Iteration 5Q: 3 clusters Score -246004.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -246144.484375 Penalty: 2547.076904 Iteration 6Q: 3 clusters Score -246144.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -246337.984375 Penalty: 2547.076904 Iteration 7Q: 3 clusters Score -246338 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -246579.515625 Penalty: 2547.076904 Iteration 8F: 3 clusters Score -246579.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -246756.062500 Penalty: 2547.076904 Iteration 9F: 3 clusters Score -246756.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -246886.828125 Penalty: 2547.076904 Iteration 10Q: 3 clusters Score -246886.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -246971.406250 Penalty: 2547.076904 Iteration 11Q: 3 clusters Score -246971.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -247033.328125 Penalty: 2547.076904 Iteration 12Q: 3 clusters Score -247033.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -247088.890625 Penalty: 2547.076904 Iteration 13Q: 3 clusters Score -247088.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -247127.546875 Penalty: 2547.076904 Iteration 14Q: 3 clusters Score -247127.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -247180.796875 Penalty: 2547.076904 Iteration 15Q: 3 clusters Score -247180.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -247221.578125 Penalty: 2547.076904 Iteration 16Q: 3 clusters Score -247221.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -247266.109375 Penalty: 2547.076904 Iteration 17Q: 3 clusters Score -247266.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -247289.968750 Penalty: 2547.076904 Iteration 18Q: 3 clusters Score -247290 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -247305.625000 Penalty: 2547.076904 Iteration 19Q: 3 clusters Score -247305.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -247314.046875 Penalty: 2547.076904 Iteration 20F: 3 clusters Score -247314 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -247319.640625 Penalty: 2547.076904 Iteration 21Q: 3 clusters Score -247319.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -247321.281250 Penalty: 2547.076904 Iteration 22Q: 3 clusters Score -247321.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -247323.093750 Penalty: 2547.076904 Iteration 23Q: 3 clusters Score -247323.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -247324.078125 Penalty: 2547.076904 Iteration 24Q: 3 clusters Score -247324.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -247325.281250 Penalty: 2547.076904 Iteration 25Q: 3 clusters Score -247325.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -247325.718750 Penalty: 2547.076904 Iteration 26Q: 3 clusters Score -247325.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -247326.609375 Penalty: 2547.076904 Iteration 27Q: 3 clusters Score -247326.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -247326.609375 Penalty: 2547.076904 Iteration 28F: 3 clusters Score -247326.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 1510 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 1360 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 421 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 1114 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 1705 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1278 members Mstep: Class 29 contains 1849 members Mstep: Class 30 contains 541 members Mstep: Class 31 contains 7882 members Mstep: Class 32 contains 604 members Mstep: Class 33 contains 1419 members Entering Unmasked Estep Score: -8172159.500000 Penalty: 61035.160156 Splitting cluster 24 changes total score from -8168867.000000 to -8172159.500000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 25 (6441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Entering Unmasked Estep Score: -622674.312500 Penalty: 1425.196411 Iteration 0F: 2 clusters Score -622674.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -617772.875000 Penalty: 2850.392822 Iteration 0F: 3 clusters Score -617772.9 nChanged 2685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -619500.687500 Penalty: 2850.392822 Iteration 1F: 3 clusters Score -619500.7 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -619925.937500 Penalty: 2850.392822 Iteration 2F: 3 clusters Score -619925.9 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -620275.250000 Penalty: 2850.392822 Iteration 3F: 3 clusters Score -620275.2 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -620562.375000 Penalty: 2850.392822 Iteration 4F: 3 clusters Score -620562.4 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -620840.187500 Penalty: 2850.392822 Iteration 5F: 3 clusters Score -620840.2 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -621121.812500 Penalty: 2850.392822 Iteration 6F: 3 clusters Score -621121.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -621373.875000 Penalty: 2850.392822 Iteration 7F: 3 clusters Score -621373.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -621602.625000 Penalty: 2850.392822 Iteration 8Q: 3 clusters Score -621602.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -621851.437500 Penalty: 2850.392822 Iteration 9Q: 3 clusters Score -621851.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -622058.312500 Penalty: 2850.392822 Iteration 10Q: 3 clusters Score -622058.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -622213.687500 Penalty: 2850.392822 Iteration 11Q: 3 clusters Score -622213.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -622294.562500 Penalty: 2850.392822 Iteration 12Q: 3 clusters Score -622294.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -622335.187500 Penalty: 2850.392822 Iteration 13Q: 3 clusters Score -622335.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -622360.562500 Penalty: 2850.392822 Iteration 14Q: 3 clusters Score -622360.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -622367.562500 Penalty: 2850.392822 Iteration 15Q: 3 clusters Score -622367.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -622373.250000 Penalty: 2850.392822 Iteration 16Q: 3 clusters Score -622373.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -622374.312500 Penalty: 2850.392822 Iteration 17Q: 3 clusters Score -622374.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -622378.062500 Penalty: 2850.392822 Iteration 18Q: 3 clusters Score -622378.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -622380.937500 Penalty: 2850.392822 Iteration 19Q: 3 clusters Score -622380.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -622385.437500 Penalty: 2850.392822 Iteration 20F: 3 clusters Score -622385.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -622386.437500 Penalty: 2850.392822 Iteration 21Q: 3 clusters Score -622386.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -622389.250000 Penalty: 2850.392822 Iteration 22Q: 3 clusters Score -622389.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -622391.187500 Penalty: 2850.392822 Iteration 23Q: 3 clusters Score -622391.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -622393.062500 Penalty: 2850.392822 Iteration 24Q: 3 clusters Score -622393.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -622393.062500 Penalty: 2850.392822 Iteration 25Q: 3 clusters Score -622393.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -622396.750000 Penalty: 2850.392822 Iteration 26Q: 3 clusters Score -622396.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -622396.250000 Penalty: 2850.392822 Iteration 27Q: 3 clusters Score -622396.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -622396.812500 Penalty: 2850.392822 Iteration 28Q: 3 clusters Score -622396.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -622398.250000 Penalty: 2850.392822 Iteration 29Q: 3 clusters Score -622398.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -622398.000000 Penalty: 2850.392822 Iteration 30Q: 3 clusters Score -622398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -622397.687500 Penalty: 2850.392822 Iteration 31Q: 3 clusters Score -622397.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -622398.937500 Penalty: 2850.392822 Iteration 32Q: 3 clusters Score -622398.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -622399.500000 Penalty: 2850.392822 Iteration 33Q: 3 clusters Score -622399.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -622399.562500 Penalty: 2850.392822 Iteration 34Q: 3 clusters Score -622399.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -622399.125000 Penalty: 2850.392822 Iteration 35Q: 3 clusters Score -622399.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -622398.937500 Penalty: 2850.392822 Iteration 36Q: 3 clusters Score -622398.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -622398.937500 Penalty: 2850.392822 Iteration 37F: 3 clusters Score -622398.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Entering Unmasked Estep Score: -161779.640625 Penalty: 1209.214600 Iteration 0F: 2 clusters Score -161779.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -159885.171875 Penalty: 2418.429199 Iteration 0F: 3 clusters Score -159885.2 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -160411.015625 Penalty: 2418.429199 Iteration 1F: 3 clusters Score -160411 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -160759.546875 Penalty: 2418.429199 Iteration 2F: 3 clusters Score -160759.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -161104.421875 Penalty: 2418.429199 Iteration 3F: 3 clusters Score -161104.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -161347.406250 Penalty: 2418.429199 Iteration 4F: 3 clusters Score -161347.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -161508.390625 Penalty: 2418.429199 Iteration 5F: 3 clusters Score -161508.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -161597.703125 Penalty: 2418.429199 Iteration 6Q: 3 clusters Score -161597.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -161664.453125 Penalty: 2418.429199 Iteration 7Q: 3 clusters Score -161664.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -161719.140625 Penalty: 2418.429199 Iteration 8Q: 3 clusters Score -161719.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -161788.140625 Penalty: 2418.429199 Iteration 9Q: 3 clusters Score -161788.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -161881.125000 Penalty: 2418.429199 Iteration 10Q: 3 clusters Score -161881.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -161951.500000 Penalty: 2418.429199 Iteration 11Q: 3 clusters Score -161951.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -162011.609375 Penalty: 2418.429199 Iteration 12Q: 3 clusters Score -162011.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -162052.328125 Penalty: 2418.429199 Iteration 13Q: 3 clusters Score -162052.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -162083.406250 Penalty: 2418.429199 Iteration 14Q: 3 clusters Score -162083.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -162117.250000 Penalty: 2418.429199 Iteration 15Q: 3 clusters Score -162117.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -162137.359375 Penalty: 2418.429199 Iteration 16Q: 3 clusters Score -162137.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -162170.187500 Penalty: 2418.429199 Iteration 17Q: 3 clusters Score -162170.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -162200.328125 Penalty: 2418.429199 Iteration 18Q: 3 clusters Score -162200.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -162237.390625 Penalty: 2418.429199 Iteration 19Q: 3 clusters Score -162237.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -162250.234375 Penalty: 2418.429199 Iteration 20F: 3 clusters Score -162250.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -162258.046875 Penalty: 2418.429199 Iteration 21Q: 3 clusters Score -162258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -162258.875000 Penalty: 2418.429199 Iteration 22Q: 3 clusters Score -162258.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -162258.875000 Penalty: 2418.429199 Iteration 23F: 3 clusters Score -162258.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 1510 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 1360 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 421 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 1114 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 343 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1278 members Mstep: Class 29 contains 1849 members Mstep: Class 30 contains 541 members Mstep: Class 31 contains 7882 members Mstep: Class 32 contains 604 members Mstep: Class 33 contains 1419 members Mstep: Class 34 contains 1362 members Entering Unmasked Estep Score: -8172007.500000 Penalty: 62884.710938 Splitting cluster 26 changes total score from -8168867.000000 to -8172007.500000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 27 (2047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Entering Unmasked Estep Score: -187963.515625 Penalty: 1238.921265 Iteration 0F: 2 clusters Score -187963.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -185896.484375 Penalty: 2477.842529 Iteration 0F: 3 clusters Score -185896.5 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -186403.875000 Penalty: 2477.842529 Iteration 1F: 3 clusters Score -186403.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -186530.406250 Penalty: 2477.842529 Iteration 2F: 3 clusters Score -186530.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -186604.656250 Penalty: 2477.842529 Iteration 3Q: 3 clusters Score -186604.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -186674.125000 Penalty: 2477.842529 Iteration 4Q: 3 clusters Score -186674.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -186739.734375 Penalty: 2477.842529 Iteration 5Q: 3 clusters Score -186739.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -186806.906250 Penalty: 2477.842529 Iteration 6Q: 3 clusters Score -186806.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -186872.781250 Penalty: 2477.842529 Iteration 7Q: 3 clusters Score -186872.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -186934.312500 Penalty: 2477.842529 Iteration 8Q: 3 clusters Score -186934.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -187020.234375 Penalty: 2477.842529 Iteration 9Q: 3 clusters Score -187020.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -187092.812500 Penalty: 2477.842529 Iteration 10Q: 3 clusters Score -187092.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -187135.875000 Penalty: 2477.842529 Iteration 11Q: 3 clusters Score -187135.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -187165.812500 Penalty: 2477.842529 Iteration 12Q: 3 clusters Score -187165.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -187187.781250 Penalty: 2477.842529 Iteration 13Q: 3 clusters Score -187187.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -187202.250000 Penalty: 2477.842529 Iteration 14Q: 3 clusters Score -187202.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -187218.531250 Penalty: 2477.842529 Iteration 15Q: 3 clusters Score -187218.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -187232.125000 Penalty: 2477.842529 Iteration 16Q: 3 clusters Score -187232.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -187237.546875 Penalty: 2477.842529 Iteration 17Q: 3 clusters Score -187237.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -187243.203125 Penalty: 2477.842529 Iteration 18Q: 3 clusters Score -187243.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -187247.515625 Penalty: 2477.842529 Iteration 19Q: 3 clusters Score -187247.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -187251.765625 Penalty: 2477.842529 Iteration 20F: 3 clusters Score -187251.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -187253.375000 Penalty: 2477.842529 Iteration 21Q: 3 clusters Score -187253.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -187255.015625 Penalty: 2477.842529 Iteration 22Q: 3 clusters Score -187255 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -187256.796875 Penalty: 2477.842529 Iteration 23Q: 3 clusters Score -187256.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -187256.968750 Penalty: 2477.842529 Iteration 24Q: 3 clusters Score -187257 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -187258.765625 Penalty: 2477.842529 Iteration 25Q: 3 clusters Score -187258.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -187260.234375 Penalty: 2477.842529 Iteration 26Q: 3 clusters Score -187260.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -187261.000000 Penalty: 2477.842529 Iteration 27Q: 3 clusters Score -187261 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -187261.000000 Penalty: 2477.842529 Iteration 28F: 3 clusters Score -187261 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 998 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 1510 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 1360 members Mstep: Class 13 contains 7251 members Mstep: Class 14 contains 14712 members Mstep: Class 15 contains 6072 members Mstep: Class 16 contains 2619 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 421 members Mstep: Class 23 contains 1287 members Mstep: Class 24 contains 1114 members Mstep: Class 25 contains 6441 members Mstep: Class 26 contains 343 members Mstep: Class 27 contains 2047 members Entering Unmasked Estep ConsiderDeletion Score: -8173011.000000 Penalty: 62884.710938 Iteration 79Q: 35 clusters Score -8173011 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 910 members Mstep: Class 3 contains 996 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8539 members Mstep: Class 6 contains 1528 members Mstep: Class 7 contains 907 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 4530 members Mstep: Class 10 contains 769 members Mstep: Class 11 contains 1021 members Mstep: Class 12 contains 1409 members Mstep: Class 13 contains 7239 members Mstep: Class 14 contains 14711 members Mstep: Class 15 contains 6073 members Mstep: Class 16 contains 2625 members Mstep: Class 17 contains 1475 members Mstep: Class 18 contains 492 members Mstep: Class 19 contains 2901 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 358 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6430 members Mstep: Class 26 contains 376 members Mstep: Class 27 contains 2047 members Mstep: Class 28 contains 1262 members Mstep: Class 29 contains 1831 members Mstep: Class 30 contains 580 members Mstep: Class 31 contains 7822 members Mstep: Class 32 contains 586 members Mstep: Class 33 contains 1385 members Mstep: Class 34 contains 1288 members Entering Unmasked Estep ConsiderDeletion Score: -8174740.000000 Penalty: 62884.710938 Iteration 80F: 35 clusters Score -8174740 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1519 members Mstep: Class 7 contains 885 members Mstep: Class 8 contains 1047 members Mstep: Class 9 contains 4523 members Mstep: Class 10 contains 788 members Mstep: Class 11 contains 983 members Mstep: Class 12 contains 1411 members Mstep: Class 13 contains 7234 members Mstep: Class 14 contains 14709 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2617 members Mstep: Class 17 contains 1454 members Mstep: Class 18 contains 473 members Mstep: Class 19 contains 2888 members Mstep: Class 20 contains 1692 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1149 members Mstep: Class 25 contains 6419 members Mstep: Class 26 contains 537 members Mstep: Class 27 contains 2046 members Mstep: Class 28 contains 1272 members Mstep: Class 29 contains 1858 members Mstep: Class 30 contains 656 members Mstep: Class 31 contains 7856 members Mstep: Class 32 contains 582 members Mstep: Class 33 contains 1388 members Mstep: Class 34 contains 1275 members Entering Unmasked Estep ConsiderDeletion Score: -8175722.000000 Penalty: 62884.710938 Iteration 81Q: 35 clusters Score -8175722 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 905 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1515 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 1044 members Mstep: Class 9 contains 4517 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 973 members Mstep: Class 12 contains 1417 members Mstep: Class 13 contains 7233 members Mstep: Class 14 contains 14709 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 461 members Mstep: Class 19 contains 2879 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1140 members Mstep: Class 25 contains 6413 members Mstep: Class 26 contains 596 members Mstep: Class 27 contains 2046 members Mstep: Class 28 contains 1272 members Mstep: Class 29 contains 1844 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 7864 members Mstep: Class 32 contains 586 members Mstep: Class 33 contains 1391 members Mstep: Class 34 contains 1250 members Entering Unmasked Estep ConsiderDeletion Score: -8176035.500000 Penalty: 62884.710938 Iteration 82Q: 35 clusters Score -8176036 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 905 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1520 members Mstep: Class 7 contains 863 members Mstep: Class 8 contains 1039 members Mstep: Class 9 contains 4512 members Mstep: Class 10 contains 807 members Mstep: Class 11 contains 961 members Mstep: Class 12 contains 1417 members Mstep: Class 13 contains 7231 members Mstep: Class 14 contains 14706 members Mstep: Class 15 contains 6075 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1444 members Mstep: Class 18 contains 458 members Mstep: Class 19 contains 2873 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 438 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1131 members Mstep: Class 25 contains 6414 members Mstep: Class 26 contains 623 members Mstep: Class 27 contains 2048 members Mstep: Class 28 contains 1273 members Mstep: Class 29 contains 1829 members Mstep: Class 30 contains 746 members Mstep: Class 31 contains 7870 members Mstep: Class 32 contains 589 members Mstep: Class 33 contains 1394 members Mstep: Class 34 contains 1227 members Entering Unmasked Estep ConsiderDeletion Score: -8176162.500000 Penalty: 62884.710938 Iteration 83Q: 35 clusters Score -8176162 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 905 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1523 members Mstep: Class 7 contains 856 members Mstep: Class 8 contains 1038 members Mstep: Class 9 contains 4505 members Mstep: Class 10 contains 813 members Mstep: Class 11 contains 956 members Mstep: Class 12 contains 1417 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14702 members Mstep: Class 15 contains 6074 members Mstep: Class 16 contains 2612 members Mstep: Class 17 contains 1446 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 2871 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 438 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1125 members Mstep: Class 25 contains 6414 members Mstep: Class 26 contains 630 members Mstep: Class 27 contains 2052 members Mstep: Class 28 contains 1273 members Mstep: Class 29 contains 1825 members Mstep: Class 30 contains 768 members Mstep: Class 31 contains 7873 members Mstep: Class 32 contains 589 members Mstep: Class 33 contains 1394 members Mstep: Class 34 contains 1217 members Entering Unmasked Estep ConsiderDeletion Score: -8176221.000000 Penalty: 62884.710938 Iteration 84Q: 35 clusters Score -8176221 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 905 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8541 members Mstep: Class 6 contains 1529 members Mstep: Class 7 contains 855 members Mstep: Class 8 contains 1032 members Mstep: Class 9 contains 4499 members Mstep: Class 10 contains 815 members Mstep: Class 11 contains 953 members Mstep: Class 12 contains 1419 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14695 members Mstep: Class 15 contains 6074 members Mstep: Class 16 contains 2612 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1692 members Mstep: Class 21 contains 359 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1122 members Mstep: Class 25 contains 6414 members Mstep: Class 26 contains 633 members Mstep: Class 27 contains 2058 members Mstep: Class 28 contains 1273 members Mstep: Class 29 contains 1821 members Mstep: Class 30 contains 780 members Mstep: Class 31 contains 7876 members Mstep: Class 32 contains 590 members Mstep: Class 33 contains 1390 members Mstep: Class 34 contains 1211 members Entering Unmasked Estep ConsiderDeletion Score: -8176278.500000 Penalty: 62884.710938 Iteration 85Q: 35 clusters Score -8176278 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1530 members Mstep: Class 7 contains 863 members Mstep: Class 8 contains 1028 members Mstep: Class 9 contains 4492 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 949 members Mstep: Class 12 contains 1415 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14690 members Mstep: Class 15 contains 6074 members Mstep: Class 16 contains 2612 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 460 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 358 members Mstep: Class 22 contains 437 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1120 members Mstep: Class 25 contains 6413 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2062 members Mstep: Class 28 contains 1275 members Mstep: Class 29 contains 1821 members Mstep: Class 30 contains 784 members Mstep: Class 31 contains 7879 members Mstep: Class 32 contains 592 members Mstep: Class 33 contains 1392 members Mstep: Class 34 contains 1209 members Entering Unmasked Estep ConsiderDeletion Score: -8176313.500000 Penalty: 62884.710938 Iteration 86Q: 35 clusters Score -8176314 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1530 members Mstep: Class 7 contains 871 members Mstep: Class 8 contains 1026 members Mstep: Class 9 contains 4487 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 949 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14689 members Mstep: Class 15 contains 6074 members Mstep: Class 16 contains 2613 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 460 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1119 members Mstep: Class 25 contains 6413 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2064 members Mstep: Class 28 contains 1275 members Mstep: Class 29 contains 1821 members Mstep: Class 30 contains 788 members Mstep: Class 31 contains 7882 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1203 members Entering Unmasked Estep ConsiderDeletion Score: -8176306.000000 Penalty: 62884.710938 Iteration 87Q: 35 clusters Score -8176306 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1530 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 1022 members Mstep: Class 9 contains 4482 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 949 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14688 members Mstep: Class 15 contains 6074 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 460 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6413 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2065 members Mstep: Class 28 contains 1275 members Mstep: Class 29 contains 1821 members Mstep: Class 30 contains 789 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -8176325.000000 Penalty: 62884.710938 Iteration 88Q: 35 clusters Score -8176325 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 902 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1530 members Mstep: Class 7 contains 902 members Mstep: Class 8 contains 1018 members Mstep: Class 9 contains 4469 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 950 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14682 members Mstep: Class 15 contains 6074 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 461 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2065 members Mstep: Class 28 contains 1275 members Mstep: Class 29 contains 1821 members Mstep: Class 30 contains 790 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1200 members Entering Unmasked Estep ConsiderDeletion Score: -8176388.000000 Penalty: 62884.710938 Iteration 89Q: 35 clusters Score -8176388 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 902 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1531 members Mstep: Class 7 contains 916 members Mstep: Class 8 contains 1013 members Mstep: Class 9 contains 4455 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14681 members Mstep: Class 15 contains 6075 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1449 members Mstep: Class 18 contains 459 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 358 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2065 members Mstep: Class 28 contains 1274 members Mstep: Class 29 contains 1821 members Mstep: Class 30 contains 793 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1200 members Entering Unmasked Estep ConsiderDeletion Score: -8176403.000000 Penalty: 62884.710938 Iteration 90Q: 35 clusters Score -8176403 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 902 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1533 members Mstep: Class 7 contains 931 members Mstep: Class 8 contains 1013 members Mstep: Class 9 contains 4440 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14677 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 358 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2065 members Mstep: Class 28 contains 1275 members Mstep: Class 29 contains 1820 members Mstep: Class 30 contains 795 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1202 members Entering Unmasked Estep ConsiderDeletion Score: -8176432.000000 Penalty: 62884.710938 Iteration 91Q: 35 clusters Score -8176432 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 901 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 946 members Mstep: Class 8 contains 1010 members Mstep: Class 9 contains 4428 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14674 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 359 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2065 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 797 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1202 members Entering Unmasked Estep ConsiderDeletion Score: -8176458.000000 Penalty: 62884.710938 Iteration 92Q: 35 clusters Score -8176458 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 962 members Mstep: Class 8 contains 1010 members Mstep: Class 9 contains 4421 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14664 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 359 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2065 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 799 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1204 members Entering Unmasked Estep ConsiderDeletion Score: -8176457.500000 Penalty: 62884.710938 Iteration 93Q: 35 clusters Score -8176458 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 981 members Mstep: Class 8 contains 1009 members Mstep: Class 9 contains 4407 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14660 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 359 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2066 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 799 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1203 members Entering Unmasked Estep ConsiderDeletion Score: -8176468.500000 Penalty: 62884.710938 Iteration 94Q: 35 clusters Score -8176468 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 1002 members Mstep: Class 8 contains 1009 members Mstep: Class 9 contains 4396 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14655 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2066 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 799 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1202 members Entering Unmasked Estep ConsiderDeletion Score: -8176494.500000 Penalty: 62884.710938 Iteration 95Q: 35 clusters Score -8176494 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 1013 members Mstep: Class 8 contains 1009 members Mstep: Class 9 contains 4389 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14651 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2067 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 799 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -8176512.500000 Penalty: 62884.710938 Iteration 96Q: 35 clusters Score -8176512 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 1022 members Mstep: Class 8 contains 1007 members Mstep: Class 9 contains 4384 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14648 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2067 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 799 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1202 members Entering Unmasked Estep ConsiderDeletion Score: -8176518.000000 Penalty: 62884.710938 Iteration 97Q: 35 clusters Score -8176518 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 1031 members Mstep: Class 8 contains 1006 members Mstep: Class 9 contains 4380 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14645 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1288 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2067 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 799 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -8176515.500000 Penalty: 62884.710938 Iteration 98Q: 35 clusters Score -8176516 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 1035 members Mstep: Class 8 contains 1004 members Mstep: Class 9 contains 4376 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14644 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1289 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2067 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 799 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1203 members Entering Unmasked Estep ConsiderDeletion Score: -8176518.000000 Penalty: 62884.710938 Iteration 99Q: 35 clusters Score -8176518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 1036 members Mstep: Class 8 contains 1003 members Mstep: Class 9 contains 4374 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14644 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 457 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 634 members Mstep: Class 27 contains 2067 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1819 members Mstep: Class 30 contains 800 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1203 members Entering Unmasked Estep ConsiderDeletion Score: -8176613.000000 Penalty: 62884.710938 Iteration 100F: 35 clusters Score -8176613 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 898 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1532 members Mstep: Class 7 contains 1038 members Mstep: Class 8 contains 997 members Mstep: Class 9 contains 4371 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 948 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14643 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 448 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1692 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 660 members Mstep: Class 27 contains 2067 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1813 members Mstep: Class 30 contains 809 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1202 members Entering Unmasked Estep ConsiderDeletion Score: -8176699.000000 Penalty: 62884.710938 Iteration 101Q: 35 clusters Score -8176699 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 898 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 1047 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 4366 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 943 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14639 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 437 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1690 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 685 members Mstep: Class 27 contains 2067 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1806 members Mstep: Class 30 contains 813 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 595 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1200 members Entering Unmasked Estep ConsiderDeletion Score: -8176764.000000 Penalty: 62884.710938 Iteration 102Q: 35 clusters Score -8176764 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 898 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1534 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 990 members Mstep: Class 9 contains 4363 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 938 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 435 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1690 members Mstep: Class 21 contains 357 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 702 members Mstep: Class 27 contains 2068 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1797 members Mstep: Class 30 contains 816 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 597 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -8176799.500000 Penalty: 62884.710938 Iteration 103Q: 35 clusters Score -8176800 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 897 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1535 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 988 members Mstep: Class 9 contains 4363 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 937 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 435 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1690 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 708 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1791 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 600 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -8176812.000000 Penalty: 62884.710938 Iteration 104Q: 35 clusters Score -8176812 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 896 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1535 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 986 members Mstep: Class 9 contains 4363 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6076 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 434 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1690 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 715 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1785 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 601 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1195 members Entering Unmasked Estep ConsiderDeletion Score: -8176803.000000 Penalty: 62884.710938 Iteration 105Q: 35 clusters Score -8176803 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1537 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 986 members Mstep: Class 9 contains 4363 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 434 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 715 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1780 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1195 members Entering Unmasked Estep ConsiderDeletion Score: -8176813.500000 Penalty: 62884.710938 Iteration 106Q: 35 clusters Score -8176814 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1540 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 986 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 434 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 715 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1776 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -8176820.500000 Penalty: 62884.710938 Iteration 107Q: 35 clusters Score -8176820 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1541 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 986 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 434 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 715 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1775 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -8176825.000000 Penalty: 62884.710938 Iteration 108Q: 35 clusters Score -8176825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1542 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 986 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 434 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 715 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1774 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -8176830.500000 Penalty: 62884.710938 Iteration 109Q: 35 clusters Score -8176830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 986 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 434 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 715 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1773 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -8176828.000000 Penalty: 62884.710938 Iteration 110Q: 35 clusters Score -8176828 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 986 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 434 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 715 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1773 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -8176842.500000 Penalty: 62884.710938 Iteration 111F: 35 clusters Score -8176842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 939 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 720 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1772 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -8176846.000000 Penalty: 62884.710938 Iteration 112Q: 35 clusters Score -8176846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1542 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 936 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 725 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1770 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -8176853.000000 Penalty: 62884.710938 Iteration 113Q: 35 clusters Score -8176853 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1542 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 728 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1768 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -8176851.000000 Penalty: 62884.710938 Iteration 114Q: 35 clusters Score -8176851 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -8176850.000000 Penalty: 62884.710938 Iteration 115Q: 35 clusters Score -8176850 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -8176850.000000 Penalty: 62884.710938 Iteration 116F: 35 clusters Score -8176850 nChanged 0 Entering ConstructFrom: Score: -8176850.000000 Penalty: 62884.710938 Entering ConstructFrom: Trying to split cluster 1 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -103449.742188 Penalty: 1150.230469 Iteration 0F: 2 clusters Score -103449.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -101929.007812 Penalty: 2300.460938 Iteration 0F: 3 clusters Score -101929 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -102316.679688 Penalty: 2300.460938 Iteration 1F: 3 clusters Score -102316.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -102487.976562 Penalty: 2300.460938 Iteration 2F: 3 clusters Score -102488 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -102624.523438 Penalty: 2300.460938 Iteration 3F: 3 clusters Score -102624.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -102730.718750 Penalty: 2300.460938 Iteration 4F: 3 clusters Score -102730.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -102897.312500 Penalty: 2300.460938 Iteration 5F: 3 clusters Score -102897.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -103079.835938 Penalty: 2300.460938 Iteration 6F: 3 clusters Score -103079.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -103247.656250 Penalty: 2300.460938 Iteration 7F: 3 clusters Score -103247.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -103410.429688 Penalty: 2300.460938 Iteration 8Q: 3 clusters Score -103410.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -103505.484375 Penalty: 2300.460938 Iteration 9Q: 3 clusters Score -103505.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -103587.250000 Penalty: 2300.460938 Iteration 10Q: 3 clusters Score -103587.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -103644.375000 Penalty: 2300.460938 Iteration 11Q: 3 clusters Score -103644.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -103695.484375 Penalty: 2300.460938 Iteration 12Q: 3 clusters Score -103695.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -103734.585938 Penalty: 2300.460938 Iteration 13Q: 3 clusters Score -103734.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -103746.554688 Penalty: 2300.460938 Iteration 14Q: 3 clusters Score -103746.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -103760.062500 Penalty: 2300.460938 Iteration 15Q: 3 clusters Score -103760.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -103773.578125 Penalty: 2300.460938 Iteration 16Q: 3 clusters Score -103773.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -103779.648438 Penalty: 2300.460938 Iteration 17Q: 3 clusters Score -103779.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -103787.984375 Penalty: 2300.460938 Iteration 18Q: 3 clusters Score -103788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -103791.390625 Penalty: 2300.460938 Iteration 19Q: 3 clusters Score -103791.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -103795.046875 Penalty: 2300.460938 Iteration 20F: 3 clusters Score -103795 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -103797.679688 Penalty: 2300.460938 Iteration 21Q: 3 clusters Score -103797.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -103799.398438 Penalty: 2300.460938 Iteration 22Q: 3 clusters Score -103799.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -103801.015625 Penalty: 2300.460938 Iteration 23Q: 3 clusters Score -103801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -103801.992188 Penalty: 2300.460938 Iteration 24Q: 3 clusters Score -103802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -103803.546875 Penalty: 2300.460938 Iteration 25Q: 3 clusters Score -103803.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -103804.867188 Penalty: 2300.460938 Iteration 26Q: 3 clusters Score -103804.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -103806.671875 Penalty: 2300.460938 Iteration 27Q: 3 clusters Score -103806.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -103807.554688 Penalty: 2300.460938 Iteration 28Q: 3 clusters Score -103807.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -103808.453125 Penalty: 2300.460938 Iteration 29Q: 3 clusters Score -103808.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -103808.453125 Penalty: 2300.460938 Iteration 30F: 3 clusters Score -103808.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 417 members Entering Unmasked Estep Score: -8176503.500000 Penalty: 64734.261719 Splitting cluster 1 changes total score from -8176850.000000 to -8176503.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Entering Unmasked Estep Score: -87166.148438 Penalty: 1104.483765 Iteration 0F: 2 clusters Score -87166.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -85805.960938 Penalty: 2208.967529 Iteration 0F: 3 clusters Score -85805.96 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -86015.929688 Penalty: 2208.967529 Iteration 1F: 3 clusters Score -86015.93 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -86068.835938 Penalty: 2208.967529 Iteration 2F: 3 clusters Score -86068.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -86089.351562 Penalty: 2208.967529 Iteration 3Q: 3 clusters Score -86089.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -86109.078125 Penalty: 2208.967529 Iteration 4Q: 3 clusters Score -86109.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -86120.117188 Penalty: 2208.967529 Iteration 5Q: 3 clusters Score -86120.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -86133.390625 Penalty: 2208.967529 Iteration 6Q: 3 clusters Score -86133.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -86141.125000 Penalty: 2208.967529 Iteration 7Q: 3 clusters Score -86141.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -86146.648438 Penalty: 2208.967529 Iteration 8Q: 3 clusters Score -86146.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -86154.257812 Penalty: 2208.967529 Iteration 9Q: 3 clusters Score -86154.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -86160.429688 Penalty: 2208.967529 Iteration 10Q: 3 clusters Score -86160.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -86166.976562 Penalty: 2208.967529 Iteration 11Q: 3 clusters Score -86166.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -86171.648438 Penalty: 2208.967529 Iteration 12Q: 3 clusters Score -86171.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -86173.921875 Penalty: 2208.967529 Iteration 13Q: 3 clusters Score -86173.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -86174.828125 Penalty: 2208.967529 Iteration 14Q: 3 clusters Score -86174.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -86176.078125 Penalty: 2208.967529 Iteration 15Q: 3 clusters Score -86176.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -86176.671875 Penalty: 2208.967529 Iteration 16Q: 3 clusters Score -86176.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -86177.898438 Penalty: 2208.967529 Iteration 17Q: 3 clusters Score -86177.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -86179.726562 Penalty: 2208.967529 Iteration 18Q: 3 clusters Score -86179.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -86179.726562 Penalty: 2208.967529 Iteration 19F: 3 clusters Score -86179.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -91708.164062 Penalty: 1121.041138 Iteration 0F: 2 clusters Score -91708.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -90277.953125 Penalty: 2242.082275 Iteration 0F: 3 clusters Score -90277.95 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -90589.640625 Penalty: 2242.082275 Iteration 1F: 3 clusters Score -90589.64 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -90716.523438 Penalty: 2242.082275 Iteration 2F: 3 clusters Score -90716.52 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -90808.171875 Penalty: 2242.082275 Iteration 3F: 3 clusters Score -90808.17 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -90934.023438 Penalty: 2242.082275 Iteration 4F: 3 clusters Score -90934.02 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -91172.242188 Penalty: 2242.082275 Iteration 5F: 3 clusters Score -91172.24 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -91555.992188 Penalty: 2242.082275 Iteration 6F: 3 clusters Score -91555.99 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -91834.039062 Penalty: 2242.082275 Iteration 7F: 3 clusters Score -91834.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -91897.523438 Penalty: 2242.082275 Iteration 8Q: 3 clusters Score -91897.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -91913.109375 Penalty: 2242.082275 Iteration 9Q: 3 clusters Score -91913.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -91927.656250 Penalty: 2242.082275 Iteration 10Q: 3 clusters Score -91927.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -91933.382812 Penalty: 2242.082275 Iteration 11Q: 3 clusters Score -91933.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -91937.968750 Penalty: 2242.082275 Iteration 12Q: 3 clusters Score -91937.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -91941.476562 Penalty: 2242.082275 Iteration 13Q: 3 clusters Score -91941.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -91943.265625 Penalty: 2242.082275 Iteration 14Q: 3 clusters Score -91943.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -91943.265625 Penalty: 2242.082275 Iteration 15F: 3 clusters Score -91943.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 742 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 2870 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 249 members Entering Unmasked Estep Score: -8176359.500000 Penalty: 64734.261719 Splitting cluster 3 changes total score from -8176850.000000 to -8176359.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Entering Unmasked Estep Score: -60282.144531 Penalty: 1049.988525 Iteration 0F: 2 clusters Score -60282.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -59087.617188 Penalty: 2099.977051 Iteration 0F: 3 clusters Score -59087.62 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -59259.964844 Penalty: 2099.977051 Iteration 1F: 3 clusters Score -59259.96 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -59323.015625 Penalty: 2099.977051 Iteration 2F: 3 clusters Score -59323.02 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -59347.199219 Penalty: 2099.977051 Iteration 3Q: 3 clusters Score -59347.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -59358.960938 Penalty: 2099.977051 Iteration 4Q: 3 clusters Score -59358.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -59363.800781 Penalty: 2099.977051 Iteration 5Q: 3 clusters Score -59363.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -59365.527344 Penalty: 2099.977051 Iteration 6Q: 3 clusters Score -59365.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -59368.644531 Penalty: 2099.977051 Iteration 7Q: 3 clusters Score -59368.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -59369.808594 Penalty: 2099.977051 Iteration 8Q: 3 clusters Score -59369.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -59370.207031 Penalty: 2099.977051 Iteration 9Q: 3 clusters Score -59370.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -59372.000000 Penalty: 2099.977051 Iteration 10Q: 3 clusters Score -59372 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -59372.000000 Penalty: 2099.977051 Iteration 11F: 3 clusters Score -59372 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Entering Unmasked Estep Score: -846331.000000 Penalty: 1471.033813 Iteration 0F: 2 clusters Score -846331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -840107.000000 Penalty: 2942.067627 Iteration 0F: 3 clusters Score -840107 nChanged 3622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -842101.437500 Penalty: 2942.067627 Iteration 1F: 3 clusters Score -842101.4 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -842333.500000 Penalty: 2942.067627 Iteration 2F: 3 clusters Score -842333.5 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -842506.312500 Penalty: 2942.067627 Iteration 3Q: 3 clusters Score -842506.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -842638.500000 Penalty: 2942.067627 Iteration 4Q: 3 clusters Score -842638.5 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -842756.500000 Penalty: 2942.067627 Iteration 5Q: 3 clusters Score -842756.5 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -842883.312500 Penalty: 2942.067627 Iteration 6Q: 3 clusters Score -842883.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -843033.250000 Penalty: 2942.067627 Iteration 7Q: 3 clusters Score -843033.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -843226.062500 Penalty: 2942.067627 Iteration 8Q: 3 clusters Score -843226.1 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -843479.000000 Penalty: 2942.067627 Iteration 9Q: 3 clusters Score -843479 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -843797.312500 Penalty: 2942.067627 Iteration 10F: 3 clusters Score -843797.3 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -844134.500000 Penalty: 2942.067627 Iteration 11Q: 3 clusters Score -844134.5 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -844485.187500 Penalty: 2942.067627 Iteration 12Q: 3 clusters Score -844485.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -844768.875000 Penalty: 2942.067627 Iteration 13Q: 3 clusters Score -844768.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -844933.875000 Penalty: 2942.067627 Iteration 14Q: 3 clusters Score -844933.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -845060.375000 Penalty: 2942.067627 Iteration 15Q: 3 clusters Score -845060.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -845139.687500 Penalty: 2942.067627 Iteration 16Q: 3 clusters Score -845139.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -845179.000000 Penalty: 2942.067627 Iteration 17Q: 3 clusters Score -845179 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -845201.625000 Penalty: 2942.067627 Iteration 18Q: 3 clusters Score -845201.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -845208.500000 Penalty: 2942.067627 Iteration 19Q: 3 clusters Score -845208.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -845214.687500 Penalty: 2942.067627 Iteration 20F: 3 clusters Score -845214.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -845223.875000 Penalty: 2942.067627 Iteration 21Q: 3 clusters Score -845223.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -845227.312500 Penalty: 2942.067627 Iteration 22Q: 3 clusters Score -845227.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -845229.312500 Penalty: 2942.067627 Iteration 23Q: 3 clusters Score -845229.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -845232.250000 Penalty: 2942.067627 Iteration 24Q: 3 clusters Score -845232.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -845233.937500 Penalty: 2942.067627 Iteration 25Q: 3 clusters Score -845233.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -845239.750000 Penalty: 2942.067627 Iteration 26Q: 3 clusters Score -845239.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -845246.250000 Penalty: 2942.067627 Iteration 27Q: 3 clusters Score -845246.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -845248.187500 Penalty: 2942.067627 Iteration 28Q: 3 clusters Score -845248.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -845248.937500 Penalty: 2942.067627 Iteration 29Q: 3 clusters Score -845248.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -845250.500000 Penalty: 2942.067627 Iteration 30Q: 3 clusters Score -845250.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -845250.500000 Penalty: 2942.067627 Iteration 31F: 3 clusters Score -845250.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Entering Unmasked Estep Score: -151496.296875 Penalty: 1192.991211 Iteration 0F: 2 clusters Score -151496.3 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 783 members Entering Unmasked Estep Score: -149738.671875 Penalty: 2385.982422 Iteration 0F: 3 clusters Score -149738.7 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -150150.546875 Penalty: 2385.982422 Iteration 1F: 3 clusters Score -150150.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -150262.640625 Penalty: 2385.982422 Iteration 2F: 3 clusters Score -150262.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -150369.484375 Penalty: 2385.982422 Iteration 3F: 3 clusters Score -150369.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -150457.609375 Penalty: 2385.982422 Iteration 4Q: 3 clusters Score -150457.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -150535.359375 Penalty: 2385.982422 Iteration 5Q: 3 clusters Score -150535.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -150597.031250 Penalty: 2385.982422 Iteration 6Q: 3 clusters Score -150597 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -150653.828125 Penalty: 2385.982422 Iteration 7Q: 3 clusters Score -150653.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -150700.875000 Penalty: 2385.982422 Iteration 8Q: 3 clusters Score -150700.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -150764.765625 Penalty: 2385.982422 Iteration 9Q: 3 clusters Score -150764.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -150852.375000 Penalty: 2385.982422 Iteration 10Q: 3 clusters Score -150852.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -150937.656250 Penalty: 2385.982422 Iteration 11Q: 3 clusters Score -150937.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -151005.125000 Penalty: 2385.982422 Iteration 12Q: 3 clusters Score -151005.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -151046.421875 Penalty: 2385.982422 Iteration 13Q: 3 clusters Score -151046.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -151074.406250 Penalty: 2385.982422 Iteration 14Q: 3 clusters Score -151074.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -151092.328125 Penalty: 2385.982422 Iteration 15Q: 3 clusters Score -151092.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -151103.078125 Penalty: 2385.982422 Iteration 16Q: 3 clusters Score -151103.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -151106.406250 Penalty: 2385.982422 Iteration 17Q: 3 clusters Score -151106.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -151110.906250 Penalty: 2385.982422 Iteration 18Q: 3 clusters Score -151110.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -151114.250000 Penalty: 2385.982422 Iteration 19Q: 3 clusters Score -151114.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -151123.281250 Penalty: 2385.982422 Iteration 20F: 3 clusters Score -151123.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -151133.593750 Penalty: 2385.982422 Iteration 21Q: 3 clusters Score -151133.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -151146.421875 Penalty: 2385.982422 Iteration 22Q: 3 clusters Score -151146.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -151161.015625 Penalty: 2385.982422 Iteration 23Q: 3 clusters Score -151161 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -151167.937500 Penalty: 2385.982422 Iteration 24Q: 3 clusters Score -151167.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -151172.515625 Penalty: 2385.982422 Iteration 25Q: 3 clusters Score -151172.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -151177.656250 Penalty: 2385.982422 Iteration 26Q: 3 clusters Score -151177.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -151178.187500 Penalty: 2385.982422 Iteration 27Q: 3 clusters Score -151178.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -151178.187500 Penalty: 2385.982422 Iteration 28F: 3 clusters Score -151178.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Entering Unmasked Estep Score: -99663.882812 Penalty: 1130.128784 Iteration 0F: 2 clusters Score -99663.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -98205.015625 Penalty: 2260.257568 Iteration 0F: 3 clusters Score -98205.02 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -98468.992188 Penalty: 2260.257568 Iteration 1F: 3 clusters Score -98468.99 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -98536.257812 Penalty: 2260.257568 Iteration 2F: 3 clusters Score -98536.26 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -98577.640625 Penalty: 2260.257568 Iteration 3Q: 3 clusters Score -98577.64 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -98607.843750 Penalty: 2260.257568 Iteration 4Q: 3 clusters Score -98607.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -98644.312500 Penalty: 2260.257568 Iteration 5Q: 3 clusters Score -98644.31 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -98668.718750 Penalty: 2260.257568 Iteration 6Q: 3 clusters Score -98668.72 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -98681.851562 Penalty: 2260.257568 Iteration 7Q: 3 clusters Score -98681.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -98688.476562 Penalty: 2260.257568 Iteration 8Q: 3 clusters Score -98688.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -98691.289062 Penalty: 2260.257568 Iteration 9Q: 3 clusters Score -98691.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -98692.960938 Penalty: 2260.257568 Iteration 10Q: 3 clusters Score -98692.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -98695.257812 Penalty: 2260.257568 Iteration 11Q: 3 clusters Score -98695.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -98698.265625 Penalty: 2260.257568 Iteration 12Q: 3 clusters Score -98698.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -98701.609375 Penalty: 2260.257568 Iteration 13Q: 3 clusters Score -98701.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -98706.500000 Penalty: 2260.257568 Iteration 14Q: 3 clusters Score -98706.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -98714.007812 Penalty: 2260.257568 Iteration 15Q: 3 clusters Score -98714.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -98716.984375 Penalty: 2260.257568 Iteration 16Q: 3 clusters Score -98716.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -98723.695312 Penalty: 2260.257568 Iteration 17Q: 3 clusters Score -98723.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -98728.320312 Penalty: 2260.257568 Iteration 18Q: 3 clusters Score -98728.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -98732.218750 Penalty: 2260.257568 Iteration 19Q: 3 clusters Score -98732.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -98733.398438 Penalty: 2260.257568 Iteration 20F: 3 clusters Score -98733.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -98734.070312 Penalty: 2260.257568 Iteration 21Q: 3 clusters Score -98734.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -98734.070312 Penalty: 2260.257568 Iteration 22F: 3 clusters Score -98734.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Entering Unmasked Estep Score: -80355.414062 Penalty: 1120.054199 Iteration 0F: 2 clusters Score -80355.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -79006.640625 Penalty: 2240.108398 Iteration 0F: 3 clusters Score -79006.64 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -79349.625000 Penalty: 2240.108398 Iteration 1F: 3 clusters Score -79349.62 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -79479.031250 Penalty: 2240.108398 Iteration 2F: 3 clusters Score -79479.03 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -79578.328125 Penalty: 2240.108398 Iteration 3F: 3 clusters Score -79578.33 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -79636.320312 Penalty: 2240.108398 Iteration 4Q: 3 clusters Score -79636.32 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79667.289062 Penalty: 2240.108398 Iteration 5Q: 3 clusters Score -79667.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -79678.312500 Penalty: 2240.108398 Iteration 6Q: 3 clusters Score -79678.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -79691.656250 Penalty: 2240.108398 Iteration 7Q: 3 clusters Score -79691.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -79712.546875 Penalty: 2240.108398 Iteration 8Q: 3 clusters Score -79712.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79731.390625 Penalty: 2240.108398 Iteration 9Q: 3 clusters Score -79731.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -79746.265625 Penalty: 2240.108398 Iteration 10Q: 3 clusters Score -79746.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -79760.125000 Penalty: 2240.108398 Iteration 11Q: 3 clusters Score -79760.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -79774.414062 Penalty: 2240.108398 Iteration 12Q: 3 clusters Score -79774.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -79784.664062 Penalty: 2240.108398 Iteration 13Q: 3 clusters Score -79784.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -79803.203125 Penalty: 2240.108398 Iteration 14Q: 3 clusters Score -79803.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -79828.453125 Penalty: 2240.108398 Iteration 15Q: 3 clusters Score -79828.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -79851.664062 Penalty: 2240.108398 Iteration 16Q: 3 clusters Score -79851.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -79870.500000 Penalty: 2240.108398 Iteration 17Q: 3 clusters Score -79870.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -79885.484375 Penalty: 2240.108398 Iteration 18Q: 3 clusters Score -79885.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -79904.125000 Penalty: 2240.108398 Iteration 19Q: 3 clusters Score -79904.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -79923.703125 Penalty: 2240.108398 Iteration 20F: 3 clusters Score -79923.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -79938.375000 Penalty: 2240.108398 Iteration 21Q: 3 clusters Score -79938.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -79949.375000 Penalty: 2240.108398 Iteration 22Q: 3 clusters Score -79949.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -79957.953125 Penalty: 2240.108398 Iteration 23Q: 3 clusters Score -79957.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -79961.984375 Penalty: 2240.108398 Iteration 24Q: 3 clusters Score -79961.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -79963.187500 Penalty: 2240.108398 Iteration 25Q: 3 clusters Score -79963.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -79964.515625 Penalty: 2240.108398 Iteration 26Q: 3 clusters Score -79964.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -79965.570312 Penalty: 2240.108398 Iteration 27Q: 3 clusters Score -79965.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -79965.570312 Penalty: 2240.108398 Iteration 28F: 3 clusters Score -79965.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Entering Unmasked Estep Score: -434299.500000 Penalty: 1361.861450 Iteration 0F: 2 clusters Score -434299.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -430724.218750 Penalty: 2723.722900 Iteration 0F: 3 clusters Score -430724.2 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -431662.281250 Penalty: 2723.722900 Iteration 1F: 3 clusters Score -431662.3 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -431837.218750 Penalty: 2723.722900 Iteration 2F: 3 clusters Score -431837.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -431959.625000 Penalty: 2723.722900 Iteration 3F: 3 clusters Score -431959.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -432040.187500 Penalty: 2723.722900 Iteration 4Q: 3 clusters Score -432040.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -432115.937500 Penalty: 2723.722900 Iteration 5Q: 3 clusters Score -432115.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -432206.218750 Penalty: 2723.722900 Iteration 6Q: 3 clusters Score -432206.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -432298.187500 Penalty: 2723.722900 Iteration 7Q: 3 clusters Score -432298.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -432398.500000 Penalty: 2723.722900 Iteration 8Q: 3 clusters Score -432398.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -432519.125000 Penalty: 2723.722900 Iteration 9Q: 3 clusters Score -432519.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -432646.687500 Penalty: 2723.722900 Iteration 10Q: 3 clusters Score -432646.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -432762.375000 Penalty: 2723.722900 Iteration 11Q: 3 clusters Score -432762.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -432893.906250 Penalty: 2723.722900 Iteration 12Q: 3 clusters Score -432893.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -433014.937500 Penalty: 2723.722900 Iteration 13Q: 3 clusters Score -433014.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -433110.875000 Penalty: 2723.722900 Iteration 14Q: 3 clusters Score -433110.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -433196.437500 Penalty: 2723.722900 Iteration 15Q: 3 clusters Score -433196.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -433255.437500 Penalty: 2723.722900 Iteration 16Q: 3 clusters Score -433255.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -433315.281250 Penalty: 2723.722900 Iteration 17Q: 3 clusters Score -433315.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -433355.812500 Penalty: 2723.722900 Iteration 18Q: 3 clusters Score -433355.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -433389.437500 Penalty: 2723.722900 Iteration 19Q: 3 clusters Score -433389.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -433413.156250 Penalty: 2723.722900 Iteration 20F: 3 clusters Score -433413.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -433431.531250 Penalty: 2723.722900 Iteration 21Q: 3 clusters Score -433431.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -433443.000000 Penalty: 2723.722900 Iteration 22Q: 3 clusters Score -433443 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -433461.781250 Penalty: 2723.722900 Iteration 23Q: 3 clusters Score -433461.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -433472.625000 Penalty: 2723.722900 Iteration 24Q: 3 clusters Score -433472.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -433479.781250 Penalty: 2723.722900 Iteration 25Q: 3 clusters Score -433479.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -433484.062500 Penalty: 2723.722900 Iteration 26Q: 3 clusters Score -433484.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -433488.031250 Penalty: 2723.722900 Iteration 27Q: 3 clusters Score -433488 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -433491.187500 Penalty: 2723.722900 Iteration 28Q: 3 clusters Score -433491.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -433492.781250 Penalty: 2723.722900 Iteration 29Q: 3 clusters Score -433492.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -433492.781250 Penalty: 2723.722900 Iteration 30F: 3 clusters Score -433492.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Entering Unmasked Estep Score: -78330.742188 Penalty: 1089.666260 Iteration 0F: 2 clusters Score -78330.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -77008.359375 Penalty: 2179.332520 Iteration 0F: 3 clusters Score -77008.36 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -77243.976562 Penalty: 2179.332520 Iteration 1F: 3 clusters Score -77243.98 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -77351.578125 Penalty: 2179.332520 Iteration 2F: 3 clusters Score -77351.58 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -77427.968750 Penalty: 2179.332520 Iteration 3Q: 3 clusters Score -77427.97 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -77500.453125 Penalty: 2179.332520 Iteration 4Q: 3 clusters Score -77500.45 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -77591.929688 Penalty: 2179.332520 Iteration 5Q: 3 clusters Score -77591.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -77654.289062 Penalty: 2179.332520 Iteration 6Q: 3 clusters Score -77654.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -77697.257812 Penalty: 2179.332520 Iteration 7Q: 3 clusters Score -77697.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -77726.554688 Penalty: 2179.332520 Iteration 8Q: 3 clusters Score -77726.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -77748.500000 Penalty: 2179.332520 Iteration 9Q: 3 clusters Score -77748.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -77767.781250 Penalty: 2179.332520 Iteration 10Q: 3 clusters Score -77767.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -77781.515625 Penalty: 2179.332520 Iteration 11Q: 3 clusters Score -77781.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -77799.664062 Penalty: 2179.332520 Iteration 12Q: 3 clusters Score -77799.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -77813.906250 Penalty: 2179.332520 Iteration 13Q: 3 clusters Score -77813.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -77819.078125 Penalty: 2179.332520 Iteration 14Q: 3 clusters Score -77819.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -77821.945312 Penalty: 2179.332520 Iteration 15Q: 3 clusters Score -77821.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -77831.085938 Penalty: 2179.332520 Iteration 16Q: 3 clusters Score -77831.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -77836.898438 Penalty: 2179.332520 Iteration 17Q: 3 clusters Score -77836.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -77844.710938 Penalty: 2179.332520 Iteration 18Q: 3 clusters Score -77844.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -77849.523438 Penalty: 2179.332520 Iteration 19Q: 3 clusters Score -77849.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -77853.750000 Penalty: 2179.332520 Iteration 20F: 3 clusters Score -77853.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -77858.421875 Penalty: 2179.332520 Iteration 21Q: 3 clusters Score -77858.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -77861.742188 Penalty: 2179.332520 Iteration 22Q: 3 clusters Score -77861.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -77863.242188 Penalty: 2179.332520 Iteration 23Q: 3 clusters Score -77863.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -77864.367188 Penalty: 2179.332520 Iteration 24Q: 3 clusters Score -77864.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -77864.367188 Penalty: 2179.332520 Iteration 25F: 3 clusters Score -77864.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Entering Unmasked Estep Score: -89941.546875 Penalty: 1111.588867 Iteration 0F: 2 clusters Score -89941.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -88535.179688 Penalty: 2223.177734 Iteration 0F: 3 clusters Score -88535.18 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -88766.242188 Penalty: 2223.177734 Iteration 1F: 3 clusters Score -88766.24 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -88856.445312 Penalty: 2223.177734 Iteration 2F: 3 clusters Score -88856.45 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -88904.000000 Penalty: 2223.177734 Iteration 3Q: 3 clusters Score -88904 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -88935.460938 Penalty: 2223.177734 Iteration 4Q: 3 clusters Score -88935.46 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -88970.054688 Penalty: 2223.177734 Iteration 5Q: 3 clusters Score -88970.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -88985.031250 Penalty: 2223.177734 Iteration 6Q: 3 clusters Score -88985.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -88995.500000 Penalty: 2223.177734 Iteration 7Q: 3 clusters Score -88995.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -89006.554688 Penalty: 2223.177734 Iteration 8Q: 3 clusters Score -89006.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -89010.312500 Penalty: 2223.177734 Iteration 9Q: 3 clusters Score -89010.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -89011.812500 Penalty: 2223.177734 Iteration 10Q: 3 clusters Score -89011.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -89013.289062 Penalty: 2223.177734 Iteration 11Q: 3 clusters Score -89013.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -89019.257812 Penalty: 2223.177734 Iteration 12Q: 3 clusters Score -89019.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -89021.164062 Penalty: 2223.177734 Iteration 13Q: 3 clusters Score -89021.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -89024.078125 Penalty: 2223.177734 Iteration 14Q: 3 clusters Score -89024.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -89025.664062 Penalty: 2223.177734 Iteration 15Q: 3 clusters Score -89025.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -89025.664062 Penalty: 2223.177734 Iteration 16F: 3 clusters Score -89025.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -140528.343750 Penalty: 1178.573853 Iteration 0F: 2 clusters Score -140528.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -138839.953125 Penalty: 2357.147705 Iteration 0F: 3 clusters Score -138840 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -139170.703125 Penalty: 2357.147705 Iteration 1F: 3 clusters Score -139170.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -139254.046875 Penalty: 2357.147705 Iteration 2F: 3 clusters Score -139254 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -139297.765625 Penalty: 2357.147705 Iteration 3Q: 3 clusters Score -139297.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -139327.968750 Penalty: 2357.147705 Iteration 4Q: 3 clusters Score -139328 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -139352.468750 Penalty: 2357.147705 Iteration 5Q: 3 clusters Score -139352.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -139379.140625 Penalty: 2357.147705 Iteration 6Q: 3 clusters Score -139379.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -139400.781250 Penalty: 2357.147705 Iteration 7Q: 3 clusters Score -139400.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -139413.703125 Penalty: 2357.147705 Iteration 8Q: 3 clusters Score -139413.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -139430.968750 Penalty: 2357.147705 Iteration 9Q: 3 clusters Score -139431 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -139446.125000 Penalty: 2357.147705 Iteration 10Q: 3 clusters Score -139446.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -139455.171875 Penalty: 2357.147705 Iteration 11Q: 3 clusters Score -139455.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -139460.828125 Penalty: 2357.147705 Iteration 12Q: 3 clusters Score -139460.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -139464.312500 Penalty: 2357.147705 Iteration 13Q: 3 clusters Score -139464.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -139467.156250 Penalty: 2357.147705 Iteration 14Q: 3 clusters Score -139467.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -139469.656250 Penalty: 2357.147705 Iteration 15Q: 3 clusters Score -139469.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -139472.765625 Penalty: 2357.147705 Iteration 16Q: 3 clusters Score -139472.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -139476.421875 Penalty: 2357.147705 Iteration 17Q: 3 clusters Score -139476.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -139478.718750 Penalty: 2357.147705 Iteration 18Q: 3 clusters Score -139478.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -139482.281250 Penalty: 2357.147705 Iteration 19Q: 3 clusters Score -139482.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -139483.703125 Penalty: 2357.147705 Iteration 20F: 3 clusters Score -139483.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -139484.250000 Penalty: 2357.147705 Iteration 21Q: 3 clusters Score -139484.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -139484.250000 Penalty: 2357.147705 Iteration 22F: 3 clusters Score -139484.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Entering Unmasked Estep Score: -704811.125000 Penalty: 1443.973999 Iteration 0F: 2 clusters Score -704811.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -699416.312500 Penalty: 2887.947998 Iteration 0F: 3 clusters Score -699416.3 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -700929.250000 Penalty: 2887.947998 Iteration 1F: 3 clusters Score -700929.2 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -701119.750000 Penalty: 2887.947998 Iteration 2F: 3 clusters Score -701119.8 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -701258.375000 Penalty: 2887.947998 Iteration 3Q: 3 clusters Score -701258.4 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -701372.125000 Penalty: 2887.947998 Iteration 4Q: 3 clusters Score -701372.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -701463.875000 Penalty: 2887.947998 Iteration 5Q: 3 clusters Score -701463.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -701543.062500 Penalty: 2887.947998 Iteration 6Q: 3 clusters Score -701543.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -701609.812500 Penalty: 2887.947998 Iteration 7Q: 3 clusters Score -701609.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -701680.250000 Penalty: 2887.947998 Iteration 8Q: 3 clusters Score -701680.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -701762.937500 Penalty: 2887.947998 Iteration 9Q: 3 clusters Score -701762.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -701874.312500 Penalty: 2887.947998 Iteration 10Q: 3 clusters Score -701874.3 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -702007.500000 Penalty: 2887.947998 Iteration 11Q: 3 clusters Score -702007.5 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -702175.625000 Penalty: 2887.947998 Iteration 12Q: 3 clusters Score -702175.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -702386.687500 Penalty: 2887.947998 Iteration 13Q: 3 clusters Score -702386.7 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -702617.062500 Penalty: 2887.947998 Iteration 14Q: 3 clusters Score -702617.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -702826.062500 Penalty: 2887.947998 Iteration 15Q: 3 clusters Score -702826.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -703007.812500 Penalty: 2887.947998 Iteration 16Q: 3 clusters Score -703007.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -703159.562500 Penalty: 2887.947998 Iteration 17Q: 3 clusters Score -703159.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -703282.562500 Penalty: 2887.947998 Iteration 18Q: 3 clusters Score -703282.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -703376.937500 Penalty: 2887.947998 Iteration 19Q: 3 clusters Score -703376.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -703454.000000 Penalty: 2887.947998 Iteration 20F: 3 clusters Score -703454 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -703496.437500 Penalty: 2887.947998 Iteration 21Q: 3 clusters Score -703496.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -703525.625000 Penalty: 2887.947998 Iteration 22Q: 3 clusters Score -703525.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -703551.812500 Penalty: 2887.947998 Iteration 23Q: 3 clusters Score -703551.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -703571.187500 Penalty: 2887.947998 Iteration 24Q: 3 clusters Score -703571.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -703588.375000 Penalty: 2887.947998 Iteration 25Q: 3 clusters Score -703588.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -703595.812500 Penalty: 2887.947998 Iteration 26Q: 3 clusters Score -703595.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -703605.187500 Penalty: 2887.947998 Iteration 27Q: 3 clusters Score -703605.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -703606.500000 Penalty: 2887.947998 Iteration 28Q: 3 clusters Score -703606.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -703606.500000 Penalty: 2887.947998 Iteration 29F: 3 clusters Score -703606.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Entering Unmasked Estep Score: -1394855.875000 Penalty: 1558.587524 Iteration 0F: 2 clusters Score -1394856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -1384751.750000 Penalty: 3117.175049 Iteration 0F: 3 clusters Score -1384752 nChanged 6452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1388314.000000 Penalty: 3117.175049 Iteration 1F: 3 clusters Score -1388314 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1388682.000000 Penalty: 3117.175049 Iteration 2F: 3 clusters Score -1388682 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1389015.750000 Penalty: 3117.175049 Iteration 3F: 3 clusters Score -1389016 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -1389296.500000 Penalty: 3117.175049 Iteration 4Q: 3 clusters Score -1389296 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -1389557.375000 Penalty: 3117.175049 Iteration 5Q: 3 clusters Score -1389557 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -1389787.750000 Penalty: 3117.175049 Iteration 6Q: 3 clusters Score -1389788 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -1390040.125000 Penalty: 3117.175049 Iteration 7Q: 3 clusters Score -1390040 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -1390359.875000 Penalty: 3117.175049 Iteration 8Q: 3 clusters Score -1390360 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -1390767.500000 Penalty: 3117.175049 Iteration 9Q: 3 clusters Score -1390768 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -1391229.125000 Penalty: 3117.175049 Iteration 10Q: 3 clusters Score -1391229 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -1391683.875000 Penalty: 3117.175049 Iteration 11Q: 3 clusters Score -1391684 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -1392004.375000 Penalty: 3117.175049 Iteration 12Q: 3 clusters Score -1392004 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -1392171.625000 Penalty: 3117.175049 Iteration 13Q: 3 clusters Score -1392172 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1392260.750000 Penalty: 3117.175049 Iteration 14Q: 3 clusters Score -1392261 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -1392300.250000 Penalty: 3117.175049 Iteration 15Q: 3 clusters Score -1392300 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -1392326.750000 Penalty: 3117.175049 Iteration 16Q: 3 clusters Score -1392327 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 8585 members Entering Unmasked Estep Score: -1392342.250000 Penalty: 3117.175049 Iteration 17Q: 3 clusters Score -1392342 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 8559 members Entering Unmasked Estep Score: -1392352.625000 Penalty: 3117.175049 Iteration 18Q: 3 clusters Score -1392353 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1392360.875000 Penalty: 3117.175049 Iteration 19Q: 3 clusters Score -1392361 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -1392372.750000 Penalty: 3117.175049 Iteration 20F: 3 clusters Score -1392373 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -1392375.625000 Penalty: 3117.175049 Iteration 21Q: 3 clusters Score -1392376 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 8475 members Entering Unmasked Estep Score: -1392382.250000 Penalty: 3117.175049 Iteration 22Q: 3 clusters Score -1392382 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -1392381.500000 Penalty: 3117.175049 Iteration 23Q: 3 clusters Score -1392382 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 8459 members Entering Unmasked Estep Score: -1392386.875000 Penalty: 3117.175049 Iteration 24Q: 3 clusters Score -1392387 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 8448 members Entering Unmasked Estep Score: -1392388.250000 Penalty: 3117.175049 Iteration 25Q: 3 clusters Score -1392388 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -1392394.375000 Penalty: 3117.175049 Iteration 26Q: 3 clusters Score -1392394 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -1392395.625000 Penalty: 3117.175049 Iteration 27Q: 3 clusters Score -1392396 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -1392399.875000 Penalty: 3117.175049 Iteration 28Q: 3 clusters Score -1392400 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -1392399.875000 Penalty: 3117.175049 Iteration 29Q: 3 clusters Score -1392400 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -1392400.375000 Penalty: 3117.175049 Iteration 30Q: 3 clusters Score -1392400 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -1392400.250000 Penalty: 3117.175049 Iteration 31Q: 3 clusters Score -1392400 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -1392401.750000 Penalty: 3117.175049 Iteration 32Q: 3 clusters Score -1392402 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -1392402.125000 Penalty: 3117.175049 Iteration 33Q: 3 clusters Score -1392402 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -1392404.500000 Penalty: 3117.175049 Iteration 34Q: 3 clusters Score -1392404 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -1392405.375000 Penalty: 3117.175049 Iteration 35Q: 3 clusters Score -1392405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -1392403.500000 Penalty: 3117.175049 Iteration 36Q: 3 clusters Score -1392404 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -1392407.625000 Penalty: 3117.175049 Iteration 37Q: 3 clusters Score -1392408 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -1392407.250000 Penalty: 3117.175049 Iteration 38Q: 3 clusters Score -1392407 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -1392414.375000 Penalty: 3117.175049 Iteration 39Q: 3 clusters Score -1392414 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -1392414.000000 Penalty: 3117.175049 Iteration 40F: 3 clusters Score -1392414 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -1392413.125000 Penalty: 3117.175049 Iteration 41Q: 3 clusters Score -1392413 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -1392414.000000 Penalty: 3117.175049 Iteration 42Q: 3 clusters Score -1392414 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -1392414.625000 Penalty: 3117.175049 Iteration 43Q: 3 clusters Score -1392415 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1392413.375000 Penalty: 3117.175049 Iteration 44Q: 3 clusters Score -1392413 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1392416.375000 Penalty: 3117.175049 Iteration 45Q: 3 clusters Score -1392416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -1392415.250000 Penalty: 3117.175049 Iteration 46Q: 3 clusters Score -1392415 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1392416.875000 Penalty: 3117.175049 Iteration 47Q: 3 clusters Score -1392417 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1392416.875000 Penalty: 3117.175049 Iteration 48F: 3 clusters Score -1392417 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Entering Unmasked Estep Score: -576653.500000 Penalty: 1415.743408 Iteration 0F: 2 clusters Score -576653.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -572008.500000 Penalty: 2831.486816 Iteration 0F: 3 clusters Score -572008.5 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -573635.875000 Penalty: 2831.486816 Iteration 1F: 3 clusters Score -573635.9 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -574312.125000 Penalty: 2831.486816 Iteration 2F: 3 clusters Score -574312.1 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -574969.937500 Penalty: 2831.486816 Iteration 3F: 3 clusters Score -574969.9 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -575488.437500 Penalty: 2831.486816 Iteration 4F: 3 clusters Score -575488.4 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -575836.000000 Penalty: 2831.486816 Iteration 5F: 3 clusters Score -575836 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -576020.562500 Penalty: 2831.486816 Iteration 6Q: 3 clusters Score -576020.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -576130.250000 Penalty: 2831.486816 Iteration 7Q: 3 clusters Score -576130.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -576191.312500 Penalty: 2831.486816 Iteration 8Q: 3 clusters Score -576191.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -576234.125000 Penalty: 2831.486816 Iteration 9Q: 3 clusters Score -576234.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -576268.625000 Penalty: 2831.486816 Iteration 10Q: 3 clusters Score -576268.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -576298.625000 Penalty: 2831.486816 Iteration 11Q: 3 clusters Score -576298.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -576324.625000 Penalty: 2831.486816 Iteration 12Q: 3 clusters Score -576324.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -576337.187500 Penalty: 2831.486816 Iteration 13Q: 3 clusters Score -576337.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -576347.750000 Penalty: 2831.486816 Iteration 14Q: 3 clusters Score -576347.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -576354.500000 Penalty: 2831.486816 Iteration 15Q: 3 clusters Score -576354.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -576360.562500 Penalty: 2831.486816 Iteration 16Q: 3 clusters Score -576360.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -576364.875000 Penalty: 2831.486816 Iteration 17Q: 3 clusters Score -576364.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -576368.375000 Penalty: 2831.486816 Iteration 18Q: 3 clusters Score -576368.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -576370.187500 Penalty: 2831.486816 Iteration 19Q: 3 clusters Score -576370.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -576371.250000 Penalty: 2831.486816 Iteration 20F: 3 clusters Score -576371.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -576373.375000 Penalty: 2831.486816 Iteration 21Q: 3 clusters Score -576373.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -576374.562500 Penalty: 2831.486816 Iteration 22Q: 3 clusters Score -576374.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -576375.937500 Penalty: 2831.486816 Iteration 23Q: 3 clusters Score -576375.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -576379.187500 Penalty: 2831.486816 Iteration 24Q: 3 clusters Score -576379.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -576380.437500 Penalty: 2831.486816 Iteration 25Q: 3 clusters Score -576380.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -576383.000000 Penalty: 2831.486816 Iteration 26Q: 3 clusters Score -576383 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -576385.000000 Penalty: 2831.486816 Iteration 27Q: 3 clusters Score -576385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -576385.750000 Penalty: 2831.486816 Iteration 28Q: 3 clusters Score -576385.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -576386.437500 Penalty: 2831.486816 Iteration 29Q: 3 clusters Score -576386.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -576386.750000 Penalty: 2831.486816 Iteration 30Q: 3 clusters Score -576386.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -576387.812500 Penalty: 2831.486816 Iteration 31Q: 3 clusters Score -576387.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -576388.312500 Penalty: 2831.486816 Iteration 32Q: 3 clusters Score -576388.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -576388.312500 Penalty: 2831.486816 Iteration 33F: 3 clusters Score -576388.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Entering Unmasked Estep Score: -256293.156250 Penalty: 1278.777832 Iteration 0F: 2 clusters Score -256293.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -253781.000000 Penalty: 2557.555664 Iteration 0F: 3 clusters Score -253781 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -254365.468750 Penalty: 2557.555664 Iteration 1F: 3 clusters Score -254365.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -254513.703125 Penalty: 2557.555664 Iteration 2F: 3 clusters Score -254513.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -254586.328125 Penalty: 2557.555664 Iteration 3F: 3 clusters Score -254586.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -254639.515625 Penalty: 2557.555664 Iteration 4Q: 3 clusters Score -254639.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -254680.515625 Penalty: 2557.555664 Iteration 5Q: 3 clusters Score -254680.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -254713.812500 Penalty: 2557.555664 Iteration 6Q: 3 clusters Score -254713.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -254750.000000 Penalty: 2557.555664 Iteration 7Q: 3 clusters Score -254750 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -254780.078125 Penalty: 2557.555664 Iteration 8Q: 3 clusters Score -254780.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -254806.125000 Penalty: 2557.555664 Iteration 9Q: 3 clusters Score -254806.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -254826.187500 Penalty: 2557.555664 Iteration 10Q: 3 clusters Score -254826.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -254841.046875 Penalty: 2557.555664 Iteration 11Q: 3 clusters Score -254841 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -254854.203125 Penalty: 2557.555664 Iteration 12Q: 3 clusters Score -254854.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -254865.531250 Penalty: 2557.555664 Iteration 13Q: 3 clusters Score -254865.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -254874.468750 Penalty: 2557.555664 Iteration 14Q: 3 clusters Score -254874.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -254886.953125 Penalty: 2557.555664 Iteration 15Q: 3 clusters Score -254887 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -254895.484375 Penalty: 2557.555664 Iteration 16Q: 3 clusters Score -254895.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -254900.171875 Penalty: 2557.555664 Iteration 17Q: 3 clusters Score -254900.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -254906.375000 Penalty: 2557.555664 Iteration 18Q: 3 clusters Score -254906.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -254910.218750 Penalty: 2557.555664 Iteration 19Q: 3 clusters Score -254910.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -254914.937500 Penalty: 2557.555664 Iteration 20F: 3 clusters Score -254914.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -254919.234375 Penalty: 2557.555664 Iteration 21Q: 3 clusters Score -254919.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -254922.156250 Penalty: 2557.555664 Iteration 22Q: 3 clusters Score -254922.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -254923.812500 Penalty: 2557.555664 Iteration 23Q: 3 clusters Score -254923.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -254924.687500 Penalty: 2557.555664 Iteration 24Q: 3 clusters Score -254924.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -254927.312500 Penalty: 2557.555664 Iteration 25Q: 3 clusters Score -254927.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -254928.765625 Penalty: 2557.555664 Iteration 26Q: 3 clusters Score -254928.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -254930.640625 Penalty: 2557.555664 Iteration 27Q: 3 clusters Score -254930.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -254932.593750 Penalty: 2557.555664 Iteration 28Q: 3 clusters Score -254932.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -254934.765625 Penalty: 2557.555664 Iteration 29Q: 3 clusters Score -254934.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -254937.218750 Penalty: 2557.555664 Iteration 30Q: 3 clusters Score -254937.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -254939.000000 Penalty: 2557.555664 Iteration 31Q: 3 clusters Score -254939 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -254940.828125 Penalty: 2557.555664 Iteration 32Q: 3 clusters Score -254940.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -254942.578125 Penalty: 2557.555664 Iteration 33Q: 3 clusters Score -254942.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -254947.000000 Penalty: 2557.555664 Iteration 34Q: 3 clusters Score -254947 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -254953.453125 Penalty: 2557.555664 Iteration 35Q: 3 clusters Score -254953.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -254963.406250 Penalty: 2557.555664 Iteration 36Q: 3 clusters Score -254963.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -254968.750000 Penalty: 2557.555664 Iteration 37Q: 3 clusters Score -254968.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -254974.593750 Penalty: 2557.555664 Iteration 38Q: 3 clusters Score -254974.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -254979.937500 Penalty: 2557.555664 Iteration 39Q: 3 clusters Score -254979.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -254985.937500 Penalty: 2557.555664 Iteration 40F: 3 clusters Score -254985.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -254990.453125 Penalty: 2557.555664 Iteration 41Q: 3 clusters Score -254990.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -254996.265625 Penalty: 2557.555664 Iteration 42Q: 3 clusters Score -254996.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -255003.078125 Penalty: 2557.555664 Iteration 43Q: 3 clusters Score -255003.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -255007.734375 Penalty: 2557.555664 Iteration 44Q: 3 clusters Score -255007.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -255014.609375 Penalty: 2557.555664 Iteration 45Q: 3 clusters Score -255014.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -255021.312500 Penalty: 2557.555664 Iteration 46Q: 3 clusters Score -255021.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -255029.156250 Penalty: 2557.555664 Iteration 47Q: 3 clusters Score -255029.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -255034.671875 Penalty: 2557.555664 Iteration 48Q: 3 clusters Score -255034.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -255040.953125 Penalty: 2557.555664 Iteration 49Q: 3 clusters Score -255041 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -255046.093750 Penalty: 2557.555664 Iteration 50Q: 3 clusters Score -255046.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -255048.578125 Penalty: 2557.555664 Iteration 51Q: 3 clusters Score -255048.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -255053.609375 Penalty: 2557.555664 Iteration 52Q: 3 clusters Score -255053.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -255058.218750 Penalty: 2557.555664 Iteration 53Q: 3 clusters Score -255058.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -255064.000000 Penalty: 2557.555664 Iteration 54Q: 3 clusters Score -255064 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -255070.968750 Penalty: 2557.555664 Iteration 55Q: 3 clusters Score -255071 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -255073.968750 Penalty: 2557.555664 Iteration 56Q: 3 clusters Score -255074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -255076.109375 Penalty: 2557.555664 Iteration 57Q: 3 clusters Score -255076.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -255077.796875 Penalty: 2557.555664 Iteration 58Q: 3 clusters Score -255077.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -255078.921875 Penalty: 2557.555664 Iteration 59Q: 3 clusters Score -255078.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -255080.171875 Penalty: 2557.555664 Iteration 60F: 3 clusters Score -255080.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -255082.093750 Penalty: 2557.555664 Iteration 61Q: 3 clusters Score -255082.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -255083.812500 Penalty: 2557.555664 Iteration 62Q: 3 clusters Score -255083.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -255085.093750 Penalty: 2557.555664 Iteration 63Q: 3 clusters Score -255085.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -255088.328125 Penalty: 2557.555664 Iteration 64Q: 3 clusters Score -255088.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -255091.687500 Penalty: 2557.555664 Iteration 65Q: 3 clusters Score -255091.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -255096.031250 Penalty: 2557.555664 Iteration 66Q: 3 clusters Score -255096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -255098.468750 Penalty: 2557.555664 Iteration 67Q: 3 clusters Score -255098.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -255100.187500 Penalty: 2557.555664 Iteration 68Q: 3 clusters Score -255100.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -255104.437500 Penalty: 2557.555664 Iteration 69Q: 3 clusters Score -255104.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -255108.343750 Penalty: 2557.555664 Iteration 70Q: 3 clusters Score -255108.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -255110.671875 Penalty: 2557.555664 Iteration 71Q: 3 clusters Score -255110.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -255113.015625 Penalty: 2557.555664 Iteration 72Q: 3 clusters Score -255113 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -255116.937500 Penalty: 2557.555664 Iteration 73Q: 3 clusters Score -255116.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -255120.125000 Penalty: 2557.555664 Iteration 74Q: 3 clusters Score -255120.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -255123.078125 Penalty: 2557.555664 Iteration 75Q: 3 clusters Score -255123.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -255125.250000 Penalty: 2557.555664 Iteration 76Q: 3 clusters Score -255125.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -255126.125000 Penalty: 2557.555664 Iteration 77Q: 3 clusters Score -255126.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -255130.421875 Penalty: 2557.555664 Iteration 78Q: 3 clusters Score -255130.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -255132.765625 Penalty: 2557.555664 Iteration 79Q: 3 clusters Score -255132.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -255133.500000 Penalty: 2557.555664 Iteration 80F: 3 clusters Score -255133.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -255134.562500 Penalty: 2557.555664 Iteration 81Q: 3 clusters Score -255134.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -255136.187500 Penalty: 2557.555664 Iteration 82Q: 3 clusters Score -255136.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -255137.671875 Penalty: 2557.555664 Iteration 83Q: 3 clusters Score -255137.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -255140.546875 Penalty: 2557.555664 Iteration 84Q: 3 clusters Score -255140.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -255143.687500 Penalty: 2557.555664 Iteration 85Q: 3 clusters Score -255143.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -255147.078125 Penalty: 2557.555664 Iteration 86Q: 3 clusters Score -255147.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -255150.875000 Penalty: 2557.555664 Iteration 87Q: 3 clusters Score -255150.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -255155.312500 Penalty: 2557.555664 Iteration 88Q: 3 clusters Score -255155.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -255158.484375 Penalty: 2557.555664 Iteration 89Q: 3 clusters Score -255158.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -255160.312500 Penalty: 2557.555664 Iteration 90Q: 3 clusters Score -255160.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -255162.156250 Penalty: 2557.555664 Iteration 91Q: 3 clusters Score -255162.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -255164.718750 Penalty: 2557.555664 Iteration 92Q: 3 clusters Score -255164.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -255167.328125 Penalty: 2557.555664 Iteration 93Q: 3 clusters Score -255167.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -255169.109375 Penalty: 2557.555664 Iteration 94Q: 3 clusters Score -255169.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -255170.390625 Penalty: 2557.555664 Iteration 95Q: 3 clusters Score -255170.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -255171.796875 Penalty: 2557.555664 Iteration 96Q: 3 clusters Score -255171.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -255173.890625 Penalty: 2557.555664 Iteration 97Q: 3 clusters Score -255173.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -255174.718750 Penalty: 2557.555664 Iteration 98Q: 3 clusters Score -255174.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -255175.640625 Penalty: 2557.555664 Iteration 99Q: 3 clusters Score -255175.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -255175.968750 Penalty: 2557.555664 Iteration 100F: 3 clusters Score -255176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -255175.859375 Penalty: 2557.555664 Iteration 101Q: 3 clusters Score -255175.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -255176.406250 Penalty: 2557.555664 Iteration 102Q: 3 clusters Score -255176.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -255176.500000 Penalty: 2557.555664 Iteration 103Q: 3 clusters Score -255176.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -255176.500000 Penalty: 2557.555664 Iteration 104F: 3 clusters Score -255176.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Entering Unmasked Estep Score: -123682.734375 Penalty: 1182.328003 Iteration 0F: 2 clusters Score -123682.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -121975.242188 Penalty: 2364.656006 Iteration 0F: 3 clusters Score -121975.2 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -122360.351562 Penalty: 2364.656006 Iteration 1F: 3 clusters Score -122360.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -122480.625000 Penalty: 2364.656006 Iteration 2F: 3 clusters Score -122480.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -122553.898438 Penalty: 2364.656006 Iteration 3F: 3 clusters Score -122553.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -122606.773438 Penalty: 2364.656006 Iteration 4Q: 3 clusters Score -122606.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -122666.523438 Penalty: 2364.656006 Iteration 5Q: 3 clusters Score -122666.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -122716.351562 Penalty: 2364.656006 Iteration 6Q: 3 clusters Score -122716.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -122787.218750 Penalty: 2364.656006 Iteration 7Q: 3 clusters Score -122787.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -122923.976562 Penalty: 2364.656006 Iteration 8Q: 3 clusters Score -122924 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -123072.539062 Penalty: 2364.656006 Iteration 9F: 3 clusters Score -123072.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -123183.718750 Penalty: 2364.656006 Iteration 10Q: 3 clusters Score -123183.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -123275.734375 Penalty: 2364.656006 Iteration 11Q: 3 clusters Score -123275.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -123336.015625 Penalty: 2364.656006 Iteration 12Q: 3 clusters Score -123336 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -123397.492188 Penalty: 2364.656006 Iteration 13Q: 3 clusters Score -123397.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -123457.109375 Penalty: 2364.656006 Iteration 14Q: 3 clusters Score -123457.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -123521.054688 Penalty: 2364.656006 Iteration 15Q: 3 clusters Score -123521.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -123544.328125 Penalty: 2364.656006 Iteration 16Q: 3 clusters Score -123544.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -123558.898438 Penalty: 2364.656006 Iteration 17Q: 3 clusters Score -123558.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -123573.570312 Penalty: 2364.656006 Iteration 18Q: 3 clusters Score -123573.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -123587.179688 Penalty: 2364.656006 Iteration 19Q: 3 clusters Score -123587.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -123596.523438 Penalty: 2364.656006 Iteration 20F: 3 clusters Score -123596.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -123601.203125 Penalty: 2364.656006 Iteration 21Q: 3 clusters Score -123601.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -123607.742188 Penalty: 2364.656006 Iteration 22Q: 3 clusters Score -123607.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -123615.125000 Penalty: 2364.656006 Iteration 23Q: 3 clusters Score -123615.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -123617.445312 Penalty: 2364.656006 Iteration 24Q: 3 clusters Score -123617.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -123617.687500 Penalty: 2364.656006 Iteration 25Q: 3 clusters Score -123617.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -123617.687500 Penalty: 2364.656006 Iteration 26F: 3 clusters Score -123617.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Entering Unmasked Estep Score: -33864.433594 Penalty: 985.742615 Iteration 0F: 2 clusters Score -33864.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -32936.757812 Penalty: 1971.485229 Iteration 0F: 3 clusters Score -32936.76 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -33160.054688 Penalty: 1971.485229 Iteration 1F: 3 clusters Score -33160.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -33254.625000 Penalty: 1971.485229 Iteration 2F: 3 clusters Score -33254.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -33349.613281 Penalty: 1971.485229 Iteration 3F: 3 clusters Score -33349.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -33468.550781 Penalty: 1971.485229 Iteration 4F: 3 clusters Score -33468.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -33507.785156 Penalty: 1971.485229 Iteration 5Q: 3 clusters Score -33507.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -33514.128906 Penalty: 1971.485229 Iteration 6Q: 3 clusters Score -33514.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -33514.128906 Penalty: 1971.485229 Iteration 7F: 3 clusters Score -33514.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Entering Unmasked Estep Score: -278397.343750 Penalty: 1293.835938 Iteration 0F: 2 clusters Score -278397.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -275746.343750 Penalty: 2587.671875 Iteration 0F: 3 clusters Score -275746.3 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -276403.937500 Penalty: 2587.671875 Iteration 1F: 3 clusters Score -276403.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -276536.718750 Penalty: 2587.671875 Iteration 2F: 3 clusters Score -276536.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -276655.468750 Penalty: 2587.671875 Iteration 3F: 3 clusters Score -276655.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -276821.781250 Penalty: 2587.671875 Iteration 4Q: 3 clusters Score -276821.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -276997.625000 Penalty: 2587.671875 Iteration 5F: 3 clusters Score -276997.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -277131.843750 Penalty: 2587.671875 Iteration 6F: 3 clusters Score -277131.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -277246.156250 Penalty: 2587.671875 Iteration 7F: 3 clusters Score -277246.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -277355.281250 Penalty: 2587.671875 Iteration 8Q: 3 clusters Score -277355.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -277485.562500 Penalty: 2587.671875 Iteration 9Q: 3 clusters Score -277485.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -277615.312500 Penalty: 2587.671875 Iteration 10Q: 3 clusters Score -277615.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -277756.187500 Penalty: 2587.671875 Iteration 11Q: 3 clusters Score -277756.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -277941.187500 Penalty: 2587.671875 Iteration 12Q: 3 clusters Score -277941.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -278177.500000 Penalty: 2587.671875 Iteration 13Q: 3 clusters Score -278177.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -278436.687500 Penalty: 2587.671875 Iteration 14F: 3 clusters Score -278436.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -278641.437500 Penalty: 2587.671875 Iteration 15Q: 3 clusters Score -278641.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -278804.250000 Penalty: 2587.671875 Iteration 16Q: 3 clusters Score -278804.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -278889.218750 Penalty: 2587.671875 Iteration 17Q: 3 clusters Score -278889.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -278940.812500 Penalty: 2587.671875 Iteration 18Q: 3 clusters Score -278940.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -278986.406250 Penalty: 2587.671875 Iteration 19Q: 3 clusters Score -278986.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -279024.687500 Penalty: 2587.671875 Iteration 20F: 3 clusters Score -279024.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -279041.812500 Penalty: 2587.671875 Iteration 21Q: 3 clusters Score -279041.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -279057.437500 Penalty: 2587.671875 Iteration 22Q: 3 clusters Score -279057.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -279064.562500 Penalty: 2587.671875 Iteration 23Q: 3 clusters Score -279064.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -279068.968750 Penalty: 2587.671875 Iteration 24Q: 3 clusters Score -279069 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -279071.656250 Penalty: 2587.671875 Iteration 25Q: 3 clusters Score -279071.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -279071.593750 Penalty: 2587.671875 Iteration 26Q: 3 clusters Score -279071.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -279072.343750 Penalty: 2587.671875 Iteration 27Q: 3 clusters Score -279072.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -279072.343750 Penalty: 2587.671875 Iteration 28F: 3 clusters Score -279072.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 1892 members Entering Unmasked Estep Score: -8176973.500000 Penalty: 64734.261719 Splitting cluster 19 changes total score from -8176850.000000 to -8176973.500000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 20 (1691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Entering Unmasked Estep Score: -168819.406250 Penalty: 1207.874756 Iteration 0F: 2 clusters Score -168819.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -166957.625000 Penalty: 2415.749512 Iteration 0F: 3 clusters Score -166957.6 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -167402.796875 Penalty: 2415.749512 Iteration 1F: 3 clusters Score -167402.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -167568.125000 Penalty: 2415.749512 Iteration 2F: 3 clusters Score -167568.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -167688.812500 Penalty: 2415.749512 Iteration 3F: 3 clusters Score -167688.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -167772.921875 Penalty: 2415.749512 Iteration 4F: 3 clusters Score -167772.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -167827.671875 Penalty: 2415.749512 Iteration 5Q: 3 clusters Score -167827.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -167879.265625 Penalty: 2415.749512 Iteration 6Q: 3 clusters Score -167879.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -167921.656250 Penalty: 2415.749512 Iteration 7Q: 3 clusters Score -167921.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -167951.187500 Penalty: 2415.749512 Iteration 8Q: 3 clusters Score -167951.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -167970.390625 Penalty: 2415.749512 Iteration 9Q: 3 clusters Score -167970.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -167982.843750 Penalty: 2415.749512 Iteration 10Q: 3 clusters Score -167982.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -167994.796875 Penalty: 2415.749512 Iteration 11Q: 3 clusters Score -167994.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -168006.312500 Penalty: 2415.749512 Iteration 12Q: 3 clusters Score -168006.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -168018.109375 Penalty: 2415.749512 Iteration 13Q: 3 clusters Score -168018.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -168028.890625 Penalty: 2415.749512 Iteration 14Q: 3 clusters Score -168028.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -168035.000000 Penalty: 2415.749512 Iteration 15Q: 3 clusters Score -168035 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -168037.859375 Penalty: 2415.749512 Iteration 16Q: 3 clusters Score -168037.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -168038.812500 Penalty: 2415.749512 Iteration 17Q: 3 clusters Score -168038.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -168038.812500 Penalty: 2415.749512 Iteration 18F: 3 clusters Score -168038.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -33484.515625 Penalty: 954.676270 Iteration 0F: 2 clusters Score -33484.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -32502.830078 Penalty: 1909.352539 Iteration 0F: 3 clusters Score -32502.83 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -32610.646484 Penalty: 1909.352539 Iteration 1F: 3 clusters Score -32610.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -32626.210938 Penalty: 1909.352539 Iteration 2Q: 3 clusters Score -32626.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -32633.990234 Penalty: 1909.352539 Iteration 3Q: 3 clusters Score -32633.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -32641.779297 Penalty: 1909.352539 Iteration 4Q: 3 clusters Score -32641.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -32643.382812 Penalty: 1909.352539 Iteration 5Q: 3 clusters Score -32643.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -32643.382812 Penalty: 1909.352539 Iteration 6F: 3 clusters Score -32643.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Entering Unmasked Estep Score: -42037.195312 Penalty: 987.616882 Iteration 0F: 2 clusters Score -42037.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -41047.898438 Penalty: 1975.233765 Iteration 0F: 3 clusters Score -41047.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -41178.949219 Penalty: 1975.233765 Iteration 1F: 3 clusters Score -41178.95 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -41227.402344 Penalty: 1975.233765 Iteration 2F: 3 clusters Score -41227.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -41240.742188 Penalty: 1975.233765 Iteration 3Q: 3 clusters Score -41240.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -41242.925781 Penalty: 1975.233765 Iteration 4Q: 3 clusters Score -41242.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -41242.925781 Penalty: 1975.233765 Iteration 5F: 3 clusters Score -41242.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -124660.968750 Penalty: 1163.889526 Iteration 0F: 2 clusters Score -124661 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -123013.187500 Penalty: 2327.779053 Iteration 0F: 3 clusters Score -123013.2 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -123414.968750 Penalty: 2327.779053 Iteration 1F: 3 clusters Score -123415 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -123569.562500 Penalty: 2327.779053 Iteration 2F: 3 clusters Score -123569.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -123640.234375 Penalty: 2327.779053 Iteration 3F: 3 clusters Score -123640.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -123681.156250 Penalty: 2327.779053 Iteration 4Q: 3 clusters Score -123681.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -123702.578125 Penalty: 2327.779053 Iteration 5Q: 3 clusters Score -123702.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -123723.632812 Penalty: 2327.779053 Iteration 6Q: 3 clusters Score -123723.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -123742.609375 Penalty: 2327.779053 Iteration 7Q: 3 clusters Score -123742.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -123758.156250 Penalty: 2327.779053 Iteration 8Q: 3 clusters Score -123758.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -123769.796875 Penalty: 2327.779053 Iteration 9Q: 3 clusters Score -123769.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -123775.828125 Penalty: 2327.779053 Iteration 10Q: 3 clusters Score -123775.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -123778.406250 Penalty: 2327.779053 Iteration 11Q: 3 clusters Score -123778.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -123781.257812 Penalty: 2327.779053 Iteration 12Q: 3 clusters Score -123781.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -123782.406250 Penalty: 2327.779053 Iteration 13Q: 3 clusters Score -123782.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -123782.921875 Penalty: 2327.779053 Iteration 14Q: 3 clusters Score -123782.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -123783.828125 Penalty: 2327.779053 Iteration 15Q: 3 clusters Score -123783.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -123785.109375 Penalty: 2327.779053 Iteration 16Q: 3 clusters Score -123785.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -123787.828125 Penalty: 2327.779053 Iteration 17Q: 3 clusters Score -123787.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -123789.867188 Penalty: 2327.779053 Iteration 18Q: 3 clusters Score -123789.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -123791.250000 Penalty: 2327.779053 Iteration 19Q: 3 clusters Score -123791.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -123794.343750 Penalty: 2327.779053 Iteration 20F: 3 clusters Score -123794.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -123796.179688 Penalty: 2327.779053 Iteration 21Q: 3 clusters Score -123796.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -123798.296875 Penalty: 2327.779053 Iteration 22Q: 3 clusters Score -123798.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -123800.937500 Penalty: 2327.779053 Iteration 23Q: 3 clusters Score -123800.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -123803.687500 Penalty: 2327.779053 Iteration 24Q: 3 clusters Score -123803.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -123804.984375 Penalty: 2327.779053 Iteration 25Q: 3 clusters Score -123805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -123806.328125 Penalty: 2327.779053 Iteration 26Q: 3 clusters Score -123806.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -123809.546875 Penalty: 2327.779053 Iteration 27Q: 3 clusters Score -123809.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -123814.703125 Penalty: 2327.779053 Iteration 28Q: 3 clusters Score -123814.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -123817.250000 Penalty: 2327.779053 Iteration 29Q: 3 clusters Score -123817.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -123819.750000 Penalty: 2327.779053 Iteration 30Q: 3 clusters Score -123819.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -123823.257812 Penalty: 2327.779053 Iteration 31Q: 3 clusters Score -123823.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -123827.742188 Penalty: 2327.779053 Iteration 32Q: 3 clusters Score -123827.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -123834.195312 Penalty: 2327.779053 Iteration 33Q: 3 clusters Score -123834.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -123843.195312 Penalty: 2327.779053 Iteration 34Q: 3 clusters Score -123843.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -123846.734375 Penalty: 2327.779053 Iteration 35Q: 3 clusters Score -123846.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -123848.687500 Penalty: 2327.779053 Iteration 36Q: 3 clusters Score -123848.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -123851.335938 Penalty: 2327.779053 Iteration 37Q: 3 clusters Score -123851.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -123853.007812 Penalty: 2327.779053 Iteration 38Q: 3 clusters Score -123853 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -123858.023438 Penalty: 2327.779053 Iteration 39Q: 3 clusters Score -123858 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -123863.835938 Penalty: 2327.779053 Iteration 40F: 3 clusters Score -123863.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -123868.929688 Penalty: 2327.779053 Iteration 41Q: 3 clusters Score -123868.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -123871.781250 Penalty: 2327.779053 Iteration 42Q: 3 clusters Score -123871.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -123874.773438 Penalty: 2327.779053 Iteration 43Q: 3 clusters Score -123874.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -123878.234375 Penalty: 2327.779053 Iteration 44Q: 3 clusters Score -123878.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -123880.773438 Penalty: 2327.779053 Iteration 45Q: 3 clusters Score -123880.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -123885.742188 Penalty: 2327.779053 Iteration 46Q: 3 clusters Score -123885.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -123888.859375 Penalty: 2327.779053 Iteration 47Q: 3 clusters Score -123888.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -123889.648438 Penalty: 2327.779053 Iteration 48Q: 3 clusters Score -123889.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -123891.359375 Penalty: 2327.779053 Iteration 49Q: 3 clusters Score -123891.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -123891.742188 Penalty: 2327.779053 Iteration 50Q: 3 clusters Score -123891.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -123892.500000 Penalty: 2327.779053 Iteration 51Q: 3 clusters Score -123892.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -123893.015625 Penalty: 2327.779053 Iteration 52Q: 3 clusters Score -123893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -123894.531250 Penalty: 2327.779053 Iteration 53Q: 3 clusters Score -123894.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -123895.500000 Penalty: 2327.779053 Iteration 54Q: 3 clusters Score -123895.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -123895.500000 Penalty: 2327.779053 Iteration 55F: 3 clusters Score -123895.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Entering Unmasked Estep Score: -108906.054688 Penalty: 1140.635742 Iteration 0F: 2 clusters Score -108906.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -107385.234375 Penalty: 2281.271484 Iteration 0F: 3 clusters Score -107385.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -107677.992188 Penalty: 2281.271484 Iteration 1F: 3 clusters Score -107678 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -107755.875000 Penalty: 2281.271484 Iteration 2F: 3 clusters Score -107755.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -107791.632812 Penalty: 2281.271484 Iteration 3Q: 3 clusters Score -107791.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -107815.734375 Penalty: 2281.271484 Iteration 4Q: 3 clusters Score -107815.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -107826.296875 Penalty: 2281.271484 Iteration 5Q: 3 clusters Score -107826.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -107836.281250 Penalty: 2281.271484 Iteration 6Q: 3 clusters Score -107836.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -107840.757812 Penalty: 2281.271484 Iteration 7Q: 3 clusters Score -107840.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -107847.226562 Penalty: 2281.271484 Iteration 8Q: 3 clusters Score -107847.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -107850.953125 Penalty: 2281.271484 Iteration 9Q: 3 clusters Score -107851 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -107854.328125 Penalty: 2281.271484 Iteration 10Q: 3 clusters Score -107854.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -107857.703125 Penalty: 2281.271484 Iteration 11Q: 3 clusters Score -107857.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -107860.203125 Penalty: 2281.271484 Iteration 12Q: 3 clusters Score -107860.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -107862.242188 Penalty: 2281.271484 Iteration 13Q: 3 clusters Score -107862.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -107867.460938 Penalty: 2281.271484 Iteration 14Q: 3 clusters Score -107867.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -107870.609375 Penalty: 2281.271484 Iteration 15Q: 3 clusters Score -107870.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -107871.132812 Penalty: 2281.271484 Iteration 16Q: 3 clusters Score -107871.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -107871.687500 Penalty: 2281.271484 Iteration 17Q: 3 clusters Score -107871.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -107872.281250 Penalty: 2281.271484 Iteration 18Q: 3 clusters Score -107872.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -107872.281250 Penalty: 2281.271484 Iteration 19F: 3 clusters Score -107872.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Entering Unmasked Estep Score: -619941.875000 Penalty: 1424.463013 Iteration 0F: 2 clusters Score -619941.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -615166.687500 Penalty: 2848.926025 Iteration 0F: 3 clusters Score -615166.7 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -616896.000000 Penalty: 2848.926025 Iteration 1F: 3 clusters Score -616896 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -617391.250000 Penalty: 2848.926025 Iteration 2F: 3 clusters Score -617391.2 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -617901.375000 Penalty: 2848.926025 Iteration 3F: 3 clusters Score -617901.4 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -618346.937500 Penalty: 2848.926025 Iteration 4F: 3 clusters Score -618346.9 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -618739.625000 Penalty: 2848.926025 Iteration 5F: 3 clusters Score -618739.6 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -619078.625000 Penalty: 2848.926025 Iteration 6F: 3 clusters Score -619078.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -619342.687500 Penalty: 2848.926025 Iteration 7Q: 3 clusters Score -619342.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -619552.062500 Penalty: 2848.926025 Iteration 8Q: 3 clusters Score -619552.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -619764.375000 Penalty: 2848.926025 Iteration 9Q: 3 clusters Score -619764.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -619886.375000 Penalty: 2848.926025 Iteration 10Q: 3 clusters Score -619886.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -619940.312500 Penalty: 2848.926025 Iteration 11Q: 3 clusters Score -619940.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -619963.312500 Penalty: 2848.926025 Iteration 12Q: 3 clusters Score -619963.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -619979.625000 Penalty: 2848.926025 Iteration 13Q: 3 clusters Score -619979.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -619987.000000 Penalty: 2848.926025 Iteration 14Q: 3 clusters Score -619987 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -619998.312500 Penalty: 2848.926025 Iteration 15Q: 3 clusters Score -619998.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -620008.875000 Penalty: 2848.926025 Iteration 16Q: 3 clusters Score -620008.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -620015.625000 Penalty: 2848.926025 Iteration 17Q: 3 clusters Score -620015.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -620024.875000 Penalty: 2848.926025 Iteration 18Q: 3 clusters Score -620024.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -620034.500000 Penalty: 2848.926025 Iteration 19Q: 3 clusters Score -620034.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -620043.000000 Penalty: 2848.926025 Iteration 20F: 3 clusters Score -620043 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -620050.125000 Penalty: 2848.926025 Iteration 21Q: 3 clusters Score -620050.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -620052.000000 Penalty: 2848.926025 Iteration 22Q: 3 clusters Score -620052 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -620056.312500 Penalty: 2848.926025 Iteration 23Q: 3 clusters Score -620056.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -620056.812500 Penalty: 2848.926025 Iteration 24Q: 3 clusters Score -620056.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -620057.687500 Penalty: 2848.926025 Iteration 25Q: 3 clusters Score -620057.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -620059.250000 Penalty: 2848.926025 Iteration 26Q: 3 clusters Score -620059.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -620057.687500 Penalty: 2848.926025 Iteration 27Q: 3 clusters Score -620057.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -620057.750000 Penalty: 2848.926025 Iteration 28Q: 3 clusters Score -620057.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -620058.812500 Penalty: 2848.926025 Iteration 29Q: 3 clusters Score -620058.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -620060.312500 Penalty: 2848.926025 Iteration 30Q: 3 clusters Score -620060.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -620059.875000 Penalty: 2848.926025 Iteration 31Q: 3 clusters Score -620059.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -620061.375000 Penalty: 2848.926025 Iteration 32Q: 3 clusters Score -620061.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -620061.125000 Penalty: 2848.926025 Iteration 33Q: 3 clusters Score -620061.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -620061.125000 Penalty: 2848.926025 Iteration 34F: 3 clusters Score -620061.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 1121 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 1892 members Mstep: Class 36 contains 5291 members Entering Unmasked Estep Score: -8176679.500000 Penalty: 66583.812500 Splitting cluster 25 changes total score from -8176850.000000 to -8176679.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 26 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -71138.445312 Penalty: 1071.369751 Iteration 0F: 2 clusters Score -71138.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -69891.789062 Penalty: 2142.739502 Iteration 0F: 3 clusters Score -69891.79 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -70161.125000 Penalty: 2142.739502 Iteration 1F: 3 clusters Score -70161.12 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -70240.531250 Penalty: 2142.739502 Iteration 2F: 3 clusters Score -70240.53 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -70296.429688 Penalty: 2142.739502 Iteration 3Q: 3 clusters Score -70296.43 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -70340.625000 Penalty: 2142.739502 Iteration 4Q: 3 clusters Score -70340.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -70360.195312 Penalty: 2142.739502 Iteration 5Q: 3 clusters Score -70360.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -70376.421875 Penalty: 2142.739502 Iteration 6Q: 3 clusters Score -70376.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -70398.882812 Penalty: 2142.739502 Iteration 7Q: 3 clusters Score -70398.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -70415.289062 Penalty: 2142.739502 Iteration 8Q: 3 clusters Score -70415.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -70428.695312 Penalty: 2142.739502 Iteration 9Q: 3 clusters Score -70428.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -70441.062500 Penalty: 2142.739502 Iteration 10Q: 3 clusters Score -70441.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -70453.523438 Penalty: 2142.739502 Iteration 11Q: 3 clusters Score -70453.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -70460.210938 Penalty: 2142.739502 Iteration 12Q: 3 clusters Score -70460.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -70474.093750 Penalty: 2142.739502 Iteration 13Q: 3 clusters Score -70474.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -70485.554688 Penalty: 2142.739502 Iteration 14Q: 3 clusters Score -70485.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -70491.796875 Penalty: 2142.739502 Iteration 15Q: 3 clusters Score -70491.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -70507.671875 Penalty: 2142.739502 Iteration 16Q: 3 clusters Score -70507.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -70521.406250 Penalty: 2142.739502 Iteration 17Q: 3 clusters Score -70521.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -70528.703125 Penalty: 2142.739502 Iteration 18Q: 3 clusters Score -70528.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -70535.039062 Penalty: 2142.739502 Iteration 19Q: 3 clusters Score -70535.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -70539.539062 Penalty: 2142.739502 Iteration 20F: 3 clusters Score -70539.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -70542.382812 Penalty: 2142.739502 Iteration 21Q: 3 clusters Score -70542.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -70542.898438 Penalty: 2142.739502 Iteration 22Q: 3 clusters Score -70542.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -70542.898438 Penalty: 2142.739502 Iteration 23F: 3 clusters Score -70542.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Entering Unmasked Estep Score: -190017.140625 Penalty: 1240.658325 Iteration 0F: 2 clusters Score -190017.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -187878.281250 Penalty: 2481.316650 Iteration 0F: 3 clusters Score -187878.3 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -188317.687500 Penalty: 2481.316650 Iteration 1F: 3 clusters Score -188317.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -188417.515625 Penalty: 2481.316650 Iteration 2F: 3 clusters Score -188417.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -188481.062500 Penalty: 2481.316650 Iteration 3Q: 3 clusters Score -188481.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -188525.375000 Penalty: 2481.316650 Iteration 4Q: 3 clusters Score -188525.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -188555.734375 Penalty: 2481.316650 Iteration 5Q: 3 clusters Score -188555.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -188595.875000 Penalty: 2481.316650 Iteration 6Q: 3 clusters Score -188595.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -188656.859375 Penalty: 2481.316650 Iteration 7Q: 3 clusters Score -188656.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -188711.296875 Penalty: 2481.316650 Iteration 8Q: 3 clusters Score -188711.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -188758.546875 Penalty: 2481.316650 Iteration 9Q: 3 clusters Score -188758.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -188811.265625 Penalty: 2481.316650 Iteration 10Q: 3 clusters Score -188811.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -188858.546875 Penalty: 2481.316650 Iteration 11Q: 3 clusters Score -188858.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -188903.718750 Penalty: 2481.316650 Iteration 12Q: 3 clusters Score -188903.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -188955.578125 Penalty: 2481.316650 Iteration 13Q: 3 clusters Score -188955.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -189019.625000 Penalty: 2481.316650 Iteration 14Q: 3 clusters Score -189019.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -189069.609375 Penalty: 2481.316650 Iteration 15Q: 3 clusters Score -189069.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -189120.312500 Penalty: 2481.316650 Iteration 16Q: 3 clusters Score -189120.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -189162.265625 Penalty: 2481.316650 Iteration 17Q: 3 clusters Score -189162.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -189193.546875 Penalty: 2481.316650 Iteration 18Q: 3 clusters Score -189193.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -189214.468750 Penalty: 2481.316650 Iteration 19Q: 3 clusters Score -189214.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -189232.578125 Penalty: 2481.316650 Iteration 20F: 3 clusters Score -189232.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -189243.765625 Penalty: 2481.316650 Iteration 21Q: 3 clusters Score -189243.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -189260.359375 Penalty: 2481.316650 Iteration 22Q: 3 clusters Score -189260.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -189270.078125 Penalty: 2481.316650 Iteration 23Q: 3 clusters Score -189270.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -189276.781250 Penalty: 2481.316650 Iteration 24Q: 3 clusters Score -189276.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -189278.968750 Penalty: 2481.316650 Iteration 25Q: 3 clusters Score -189279 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -189279.296875 Penalty: 2481.316650 Iteration 26Q: 3 clusters Score -189279.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -189279.906250 Penalty: 2481.316650 Iteration 27Q: 3 clusters Score -189279.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -189280.937500 Penalty: 2481.316650 Iteration 28Q: 3 clusters Score -189280.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -189280.937500 Penalty: 2481.316650 Iteration 29F: 3 clusters Score -189280.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Entering Unmasked Estep Score: -122554.804688 Penalty: 1162.116333 Iteration 0F: 2 clusters Score -122554.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -120902.015625 Penalty: 2324.232666 Iteration 0F: 3 clusters Score -120902 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -121235.078125 Penalty: 2324.232666 Iteration 1F: 3 clusters Score -121235.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -121346.523438 Penalty: 2324.232666 Iteration 2F: 3 clusters Score -121346.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -121404.914062 Penalty: 2324.232666 Iteration 3Q: 3 clusters Score -121404.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -121440.460938 Penalty: 2324.232666 Iteration 4Q: 3 clusters Score -121440.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -121457.929688 Penalty: 2324.232666 Iteration 5Q: 3 clusters Score -121457.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -121467.992188 Penalty: 2324.232666 Iteration 6Q: 3 clusters Score -121468 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -121475.093750 Penalty: 2324.232666 Iteration 7Q: 3 clusters Score -121475.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -121480.593750 Penalty: 2324.232666 Iteration 8Q: 3 clusters Score -121480.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -121483.289062 Penalty: 2324.232666 Iteration 9Q: 3 clusters Score -121483.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -121486.195312 Penalty: 2324.232666 Iteration 10Q: 3 clusters Score -121486.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -121493.382812 Penalty: 2324.232666 Iteration 11Q: 3 clusters Score -121493.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -121501.125000 Penalty: 2324.232666 Iteration 12Q: 3 clusters Score -121501.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -121506.445312 Penalty: 2324.232666 Iteration 13Q: 3 clusters Score -121506.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -121509.664062 Penalty: 2324.232666 Iteration 14Q: 3 clusters Score -121509.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -121511.492188 Penalty: 2324.232666 Iteration 15Q: 3 clusters Score -121511.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -121518.023438 Penalty: 2324.232666 Iteration 16Q: 3 clusters Score -121518 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -121523.429688 Penalty: 2324.232666 Iteration 17Q: 3 clusters Score -121523.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -121528.414062 Penalty: 2324.232666 Iteration 18Q: 3 clusters Score -121528.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -121533.117188 Penalty: 2324.232666 Iteration 19Q: 3 clusters Score -121533.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -121536.085938 Penalty: 2324.232666 Iteration 20F: 3 clusters Score -121536.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -121539.218750 Penalty: 2324.232666 Iteration 21Q: 3 clusters Score -121539.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -121540.679688 Penalty: 2324.232666 Iteration 22Q: 3 clusters Score -121540.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -121543.585938 Penalty: 2324.232666 Iteration 23Q: 3 clusters Score -121543.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -121544.640625 Penalty: 2324.232666 Iteration 24Q: 3 clusters Score -121544.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -121544.640625 Penalty: 2324.232666 Iteration 25F: 3 clusters Score -121544.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Entering Unmasked Estep Score: -177489.937500 Penalty: 1214.834717 Iteration 0F: 2 clusters Score -177489.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -175558.859375 Penalty: 2429.669434 Iteration 0F: 3 clusters Score -175558.9 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -175968.875000 Penalty: 2429.669434 Iteration 1F: 3 clusters Score -175968.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -176074.140625 Penalty: 2429.669434 Iteration 2F: 3 clusters Score -176074.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -176157.171875 Penalty: 2429.669434 Iteration 3Q: 3 clusters Score -176157.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -176228.265625 Penalty: 2429.669434 Iteration 4Q: 3 clusters Score -176228.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -176298.843750 Penalty: 2429.669434 Iteration 5Q: 3 clusters Score -176298.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -176351.593750 Penalty: 2429.669434 Iteration 6Q: 3 clusters Score -176351.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -176402.406250 Penalty: 2429.669434 Iteration 7Q: 3 clusters Score -176402.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -176444.968750 Penalty: 2429.669434 Iteration 8Q: 3 clusters Score -176445 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -176511.468750 Penalty: 2429.669434 Iteration 9Q: 3 clusters Score -176511.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -176632.859375 Penalty: 2429.669434 Iteration 10Q: 3 clusters Score -176632.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -176827.703125 Penalty: 2429.669434 Iteration 11Q: 3 clusters Score -176827.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -176901.046875 Penalty: 2429.669434 Iteration 12Q: 3 clusters Score -176901 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -176937.312500 Penalty: 2429.669434 Iteration 13Q: 3 clusters Score -176937.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -176965.546875 Penalty: 2429.669434 Iteration 14Q: 3 clusters Score -176965.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -176988.234375 Penalty: 2429.669434 Iteration 15Q: 3 clusters Score -176988.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -177009.375000 Penalty: 2429.669434 Iteration 16Q: 3 clusters Score -177009.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -177033.593750 Penalty: 2429.669434 Iteration 17Q: 3 clusters Score -177033.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -177058.921875 Penalty: 2429.669434 Iteration 18Q: 3 clusters Score -177058.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -177074.093750 Penalty: 2429.669434 Iteration 19Q: 3 clusters Score -177074.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -177085.734375 Penalty: 2429.669434 Iteration 20F: 3 clusters Score -177085.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -177092.359375 Penalty: 2429.669434 Iteration 21Q: 3 clusters Score -177092.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -177097.328125 Penalty: 2429.669434 Iteration 22Q: 3 clusters Score -177097.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -177099.718750 Penalty: 2429.669434 Iteration 23Q: 3 clusters Score -177099.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -177101.968750 Penalty: 2429.669434 Iteration 24Q: 3 clusters Score -177102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -177105.578125 Penalty: 2429.669434 Iteration 25Q: 3 clusters Score -177105.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -177105.578125 Penalty: 2429.669434 Iteration 26F: 3 clusters Score -177105.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -79534.679688 Penalty: 1089.268066 Iteration 0F: 2 clusters Score -79534.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -78226.468750 Penalty: 2178.536133 Iteration 0F: 3 clusters Score -78226.47 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -78431.281250 Penalty: 2178.536133 Iteration 1F: 3 clusters Score -78431.28 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -78513.898438 Penalty: 2178.536133 Iteration 2F: 3 clusters Score -78513.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -78577.085938 Penalty: 2178.536133 Iteration 3Q: 3 clusters Score -78577.09 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -78648.265625 Penalty: 2178.536133 Iteration 4Q: 3 clusters Score -78648.27 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -78735.554688 Penalty: 2178.536133 Iteration 5Q: 3 clusters Score -78735.55 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -78829.304688 Penalty: 2178.536133 Iteration 6Q: 3 clusters Score -78829.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -78941.679688 Penalty: 2178.536133 Iteration 7F: 3 clusters Score -78941.68 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -79026.015625 Penalty: 2178.536133 Iteration 8F: 3 clusters Score -79026.02 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -79127.250000 Penalty: 2178.536133 Iteration 9F: 3 clusters Score -79127.25 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -79212.640625 Penalty: 2178.536133 Iteration 10Q: 3 clusters Score -79212.64 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -79275.953125 Penalty: 2178.536133 Iteration 11Q: 3 clusters Score -79275.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -79326.859375 Penalty: 2178.536133 Iteration 12Q: 3 clusters Score -79326.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -79359.664062 Penalty: 2178.536133 Iteration 13Q: 3 clusters Score -79359.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -79371.726562 Penalty: 2178.536133 Iteration 14Q: 3 clusters Score -79371.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -79373.546875 Penalty: 2178.536133 Iteration 15Q: 3 clusters Score -79373.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -79373.546875 Penalty: 2178.536133 Iteration 16F: 3 clusters Score -79373.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (7883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Entering Unmasked Estep Score: -779840.750000 Penalty: 1458.025391 Iteration 0F: 2 clusters Score -779840.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -774038.625000 Penalty: 2916.050781 Iteration 0F: 3 clusters Score -774038.6 nChanged 3308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -775835.812500 Penalty: 2916.050781 Iteration 1F: 3 clusters Score -775835.8 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -776147.687500 Penalty: 2916.050781 Iteration 2F: 3 clusters Score -776147.7 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -776468.312500 Penalty: 2916.050781 Iteration 3F: 3 clusters Score -776468.3 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -776834.812500 Penalty: 2916.050781 Iteration 4F: 3 clusters Score -776834.8 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -777187.375000 Penalty: 2916.050781 Iteration 5F: 3 clusters Score -777187.4 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -777527.750000 Penalty: 2916.050781 Iteration 6F: 3 clusters Score -777527.8 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -777864.500000 Penalty: 2916.050781 Iteration 7F: 3 clusters Score -777864.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -778154.187500 Penalty: 2916.050781 Iteration 8Q: 3 clusters Score -778154.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -778347.187500 Penalty: 2916.050781 Iteration 9Q: 3 clusters Score -778347.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -778463.625000 Penalty: 2916.050781 Iteration 10Q: 3 clusters Score -778463.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -778537.937500 Penalty: 2916.050781 Iteration 11Q: 3 clusters Score -778537.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -778579.875000 Penalty: 2916.050781 Iteration 12Q: 3 clusters Score -778579.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -778613.875000 Penalty: 2916.050781 Iteration 13Q: 3 clusters Score -778613.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -778636.625000 Penalty: 2916.050781 Iteration 14Q: 3 clusters Score -778636.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -778645.500000 Penalty: 2916.050781 Iteration 15Q: 3 clusters Score -778645.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -778648.875000 Penalty: 2916.050781 Iteration 16Q: 3 clusters Score -778648.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -778654.437500 Penalty: 2916.050781 Iteration 17Q: 3 clusters Score -778654.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -778658.625000 Penalty: 2916.050781 Iteration 18Q: 3 clusters Score -778658.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -778661.187500 Penalty: 2916.050781 Iteration 19Q: 3 clusters Score -778661.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -778665.250000 Penalty: 2916.050781 Iteration 20F: 3 clusters Score -778665.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -778670.312500 Penalty: 2916.050781 Iteration 21Q: 3 clusters Score -778670.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -778671.187500 Penalty: 2916.050781 Iteration 22Q: 3 clusters Score -778671.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -778675.625000 Penalty: 2916.050781 Iteration 23Q: 3 clusters Score -778675.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -778678.062500 Penalty: 2916.050781 Iteration 24Q: 3 clusters Score -778678.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -778678.062500 Penalty: 2916.050781 Iteration 25F: 3 clusters Score -778678.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -61010.187500 Penalty: 1040.041870 Iteration 0F: 2 clusters Score -61010.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -59851.460938 Penalty: 2080.083740 Iteration 0F: 3 clusters Score -59851.46 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -60040.285156 Penalty: 2080.083740 Iteration 1F: 3 clusters Score -60040.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -60084.742188 Penalty: 2080.083740 Iteration 2Q: 3 clusters Score -60084.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -60112.984375 Penalty: 2080.083740 Iteration 3Q: 3 clusters Score -60112.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -60141.593750 Penalty: 2080.083740 Iteration 4Q: 3 clusters Score -60141.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -60164.886719 Penalty: 2080.083740 Iteration 5Q: 3 clusters Score -60164.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -60183.027344 Penalty: 2080.083740 Iteration 6Q: 3 clusters Score -60183.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -60191.406250 Penalty: 2080.083740 Iteration 7Q: 3 clusters Score -60191.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -60204.378906 Penalty: 2080.083740 Iteration 8Q: 3 clusters Score -60204.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -60217.441406 Penalty: 2080.083740 Iteration 9Q: 3 clusters Score -60217.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -60246.894531 Penalty: 2080.083740 Iteration 10Q: 3 clusters Score -60246.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -60273.812500 Penalty: 2080.083740 Iteration 11Q: 3 clusters Score -60273.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -60292.414062 Penalty: 2080.083740 Iteration 12Q: 3 clusters Score -60292.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -60307.027344 Penalty: 2080.083740 Iteration 13Q: 3 clusters Score -60307.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -60318.761719 Penalty: 2080.083740 Iteration 14Q: 3 clusters Score -60318.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -60320.714844 Penalty: 2080.083740 Iteration 15Q: 3 clusters Score -60320.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60324.914062 Penalty: 2080.083740 Iteration 16Q: 3 clusters Score -60324.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60329.800781 Penalty: 2080.083740 Iteration 17Q: 3 clusters Score -60329.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60331.527344 Penalty: 2080.083740 Iteration 18Q: 3 clusters Score -60331.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -60335.246094 Penalty: 2080.083740 Iteration 19Q: 3 clusters Score -60335.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -60338.726562 Penalty: 2080.083740 Iteration 20F: 3 clusters Score -60338.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60341.105469 Penalty: 2080.083740 Iteration 21Q: 3 clusters Score -60341.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -60342.214844 Penalty: 2080.083740 Iteration 22Q: 3 clusters Score -60342.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -60343.468750 Penalty: 2080.083740 Iteration 23Q: 3 clusters Score -60343.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -60344.832031 Penalty: 2080.083740 Iteration 24Q: 3 clusters Score -60344.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -60344.832031 Penalty: 2080.083740 Iteration 25F: 3 clusters Score -60344.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Entering Unmasked Estep Score: -138306.140625 Penalty: 1176.372437 Iteration 0F: 2 clusters Score -138306.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -136618.296875 Penalty: 2352.744873 Iteration 0F: 3 clusters Score -136618.3 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -136897.250000 Penalty: 2352.744873 Iteration 1F: 3 clusters Score -136897.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -136969.765625 Penalty: 2352.744873 Iteration 2F: 3 clusters Score -136969.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -137019.375000 Penalty: 2352.744873 Iteration 3Q: 3 clusters Score -137019.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -137057.359375 Penalty: 2352.744873 Iteration 4Q: 3 clusters Score -137057.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -137081.828125 Penalty: 2352.744873 Iteration 5Q: 3 clusters Score -137081.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -137102.015625 Penalty: 2352.744873 Iteration 6Q: 3 clusters Score -137102 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -137110.718750 Penalty: 2352.744873 Iteration 7Q: 3 clusters Score -137110.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -137117.843750 Penalty: 2352.744873 Iteration 8Q: 3 clusters Score -137117.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -137121.968750 Penalty: 2352.744873 Iteration 9Q: 3 clusters Score -137122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -137127.093750 Penalty: 2352.744873 Iteration 10Q: 3 clusters Score -137127.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -137137.703125 Penalty: 2352.744873 Iteration 11Q: 3 clusters Score -137137.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -137142.343750 Penalty: 2352.744873 Iteration 12Q: 3 clusters Score -137142.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -137148.500000 Penalty: 2352.744873 Iteration 13Q: 3 clusters Score -137148.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -137154.062500 Penalty: 2352.744873 Iteration 14Q: 3 clusters Score -137154.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -137157.734375 Penalty: 2352.744873 Iteration 15Q: 3 clusters Score -137157.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -137159.953125 Penalty: 2352.744873 Iteration 16Q: 3 clusters Score -137160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -137162.281250 Penalty: 2352.744873 Iteration 17Q: 3 clusters Score -137162.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -137162.781250 Penalty: 2352.744873 Iteration 18Q: 3 clusters Score -137162.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -137163.156250 Penalty: 2352.744873 Iteration 19Q: 3 clusters Score -137163.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -137163.875000 Penalty: 2352.744873 Iteration 20F: 3 clusters Score -137163.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -137164.609375 Penalty: 2352.744873 Iteration 21Q: 3 clusters Score -137164.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -137166.375000 Penalty: 2352.744873 Iteration 22Q: 3 clusters Score -137166.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -137168.437500 Penalty: 2352.744873 Iteration 23Q: 3 clusters Score -137168.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -137171.000000 Penalty: 2352.744873 Iteration 24Q: 3 clusters Score -137171 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -137174.671875 Penalty: 2352.744873 Iteration 25Q: 3 clusters Score -137174.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -137180.796875 Penalty: 2352.744873 Iteration 26Q: 3 clusters Score -137180.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -137185.250000 Penalty: 2352.744873 Iteration 27Q: 3 clusters Score -137185.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -137192.156250 Penalty: 2352.744873 Iteration 28Q: 3 clusters Score -137192.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -137195.640625 Penalty: 2352.744873 Iteration 29Q: 3 clusters Score -137195.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -137198.171875 Penalty: 2352.744873 Iteration 30Q: 3 clusters Score -137198.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -137202.359375 Penalty: 2352.744873 Iteration 31Q: 3 clusters Score -137202.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -137208.531250 Penalty: 2352.744873 Iteration 32Q: 3 clusters Score -137208.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -137212.578125 Penalty: 2352.744873 Iteration 33Q: 3 clusters Score -137212.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -137217.234375 Penalty: 2352.744873 Iteration 34Q: 3 clusters Score -137217.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -137218.906250 Penalty: 2352.744873 Iteration 35Q: 3 clusters Score -137218.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -137218.906250 Penalty: 2352.744873 Iteration 36F: 3 clusters Score -137218.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Entering Unmasked Estep Score: -114278.585938 Penalty: 1151.866455 Iteration 0F: 2 clusters Score -114278.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -112684.078125 Penalty: 2303.732910 Iteration 0F: 3 clusters Score -112684.1 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -112973.906250 Penalty: 2303.732910 Iteration 1F: 3 clusters Score -112973.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -113050.296875 Penalty: 2303.732910 Iteration 2F: 3 clusters Score -113050.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -113118.804688 Penalty: 2303.732910 Iteration 3F: 3 clusters Score -113118.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -113177.289062 Penalty: 2303.732910 Iteration 4Q: 3 clusters Score -113177.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -113205.406250 Penalty: 2303.732910 Iteration 5Q: 3 clusters Score -113205.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -113222.984375 Penalty: 2303.732910 Iteration 6Q: 3 clusters Score -113223 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -113241.968750 Penalty: 2303.732910 Iteration 7Q: 3 clusters Score -113242 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -113262.304688 Penalty: 2303.732910 Iteration 8Q: 3 clusters Score -113262.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -113281.468750 Penalty: 2303.732910 Iteration 9Q: 3 clusters Score -113281.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -113292.406250 Penalty: 2303.732910 Iteration 10Q: 3 clusters Score -113292.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -113301.125000 Penalty: 2303.732910 Iteration 11Q: 3 clusters Score -113301.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -113306.156250 Penalty: 2303.732910 Iteration 12Q: 3 clusters Score -113306.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -113308.523438 Penalty: 2303.732910 Iteration 13Q: 3 clusters Score -113308.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -113308.843750 Penalty: 2303.732910 Iteration 14Q: 3 clusters Score -113308.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -113309.007812 Penalty: 2303.732910 Iteration 15Q: 3 clusters Score -113309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -113309.007812 Penalty: 2303.732910 Iteration 16F: 3 clusters Score -113309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8540 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1118 members Mstep: Class 25 contains 6412 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7883 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -8177156.500000 Penalty: 64734.261719 Iteration 117F: 36 clusters Score -8177156 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8532 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14638 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1433 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 996 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1116 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 1893 members Entering Unmasked Estep ConsiderDeletion Score: -8177224.500000 Penalty: 64734.261719 Iteration 118Q: 36 clusters Score -8177224 nChanged 66 Entering ConstructFrom: Score: -8177224.500000 Penalty: 64734.261719 Entering ConstructFrom: Trying to split cluster 1 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -103449.742188 Penalty: 1150.230469 Iteration 0F: 2 clusters Score -103449.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -101964.039062 Penalty: 2300.460938 Iteration 0F: 3 clusters Score -101964 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -102344.226562 Penalty: 2300.460938 Iteration 1F: 3 clusters Score -102344.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -102608.921875 Penalty: 2300.460938 Iteration 2F: 3 clusters Score -102608.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -102918.921875 Penalty: 2300.460938 Iteration 3F: 3 clusters Score -102918.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -103256.046875 Penalty: 2300.460938 Iteration 4F: 3 clusters Score -103256 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -103468.000000 Penalty: 2300.460938 Iteration 5F: 3 clusters Score -103468 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -103581.171875 Penalty: 2300.460938 Iteration 6Q: 3 clusters Score -103581.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -103637.179688 Penalty: 2300.460938 Iteration 7Q: 3 clusters Score -103637.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -103677.375000 Penalty: 2300.460938 Iteration 8Q: 3 clusters Score -103677.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -103712.390625 Penalty: 2300.460938 Iteration 9Q: 3 clusters Score -103712.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -103759.210938 Penalty: 2300.460938 Iteration 10Q: 3 clusters Score -103759.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -103774.765625 Penalty: 2300.460938 Iteration 11Q: 3 clusters Score -103774.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -103782.578125 Penalty: 2300.460938 Iteration 12Q: 3 clusters Score -103782.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -103790.054688 Penalty: 2300.460938 Iteration 13Q: 3 clusters Score -103790.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -103797.343750 Penalty: 2300.460938 Iteration 14Q: 3 clusters Score -103797.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -103803.390625 Penalty: 2300.460938 Iteration 15Q: 3 clusters Score -103803.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -103805.921875 Penalty: 2300.460938 Iteration 16Q: 3 clusters Score -103805.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -103806.617188 Penalty: 2300.460938 Iteration 17Q: 3 clusters Score -103806.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -103807.093750 Penalty: 2300.460938 Iteration 18Q: 3 clusters Score -103807.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -103807.093750 Penalty: 2300.460938 Iteration 19F: 3 clusters Score -103807.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8528 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 824 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1004 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1111 members Mstep: Class 25 contains 6409 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1395 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 1895 members Mstep: Class 36 contains 403 members Entering Unmasked Estep Score: -8176915.000000 Penalty: 66583.812500 Splitting cluster 1 changes total score from -8177224.500000 to -8176915.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Entering Unmasked Estep Score: -87166.148438 Penalty: 1104.483765 Iteration 0F: 2 clusters Score -87166.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -85822.703125 Penalty: 2208.967529 Iteration 0F: 3 clusters Score -85822.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -86057.281250 Penalty: 2208.967529 Iteration 1F: 3 clusters Score -86057.28 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -86123.617188 Penalty: 2208.967529 Iteration 2F: 3 clusters Score -86123.62 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -86157.070312 Penalty: 2208.967529 Iteration 3Q: 3 clusters Score -86157.07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -86175.375000 Penalty: 2208.967529 Iteration 4Q: 3 clusters Score -86175.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -86184.039062 Penalty: 2208.967529 Iteration 5Q: 3 clusters Score -86184.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -86189.406250 Penalty: 2208.967529 Iteration 6Q: 3 clusters Score -86189.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -86194.164062 Penalty: 2208.967529 Iteration 7Q: 3 clusters Score -86194.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -86195.085938 Penalty: 2208.967529 Iteration 8Q: 3 clusters Score -86195.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -86195.085938 Penalty: 2208.967529 Iteration 9F: 3 clusters Score -86195.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -91708.164062 Penalty: 1121.041138 Iteration 0F: 2 clusters Score -91708.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -90349.664062 Penalty: 2242.082275 Iteration 0F: 3 clusters Score -90349.66 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -90714.242188 Penalty: 2242.082275 Iteration 1F: 3 clusters Score -90714.24 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -90827.765625 Penalty: 2242.082275 Iteration 2F: 3 clusters Score -90827.77 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -90879.320312 Penalty: 2242.082275 Iteration 3F: 3 clusters Score -90879.32 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -90912.906250 Penalty: 2242.082275 Iteration 4Q: 3 clusters Score -90912.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -90942.812500 Penalty: 2242.082275 Iteration 5Q: 3 clusters Score -90942.81 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -90995.632812 Penalty: 2242.082275 Iteration 6Q: 3 clusters Score -90995.63 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -91045.437500 Penalty: 2242.082275 Iteration 7Q: 3 clusters Score -91045.44 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -91102.695312 Penalty: 2242.082275 Iteration 8Q: 3 clusters Score -91102.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -91155.421875 Penalty: 2242.082275 Iteration 9Q: 3 clusters Score -91155.42 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -91214.312500 Penalty: 2242.082275 Iteration 10Q: 3 clusters Score -91214.31 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -91365.445312 Penalty: 2242.082275 Iteration 11Q: 3 clusters Score -91365.45 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -91717.234375 Penalty: 2242.082275 Iteration 12Q: 3 clusters Score -91717.23 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -91871.984375 Penalty: 2242.082275 Iteration 13Q: 3 clusters Score -91871.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -91888.531250 Penalty: 2242.082275 Iteration 14Q: 3 clusters Score -91888.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -91895.882812 Penalty: 2242.082275 Iteration 15Q: 3 clusters Score -91895.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -91906.664062 Penalty: 2242.082275 Iteration 16Q: 3 clusters Score -91906.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -91912.460938 Penalty: 2242.082275 Iteration 17Q: 3 clusters Score -91912.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -91918.046875 Penalty: 2242.082275 Iteration 18Q: 3 clusters Score -91918.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -91921.539062 Penalty: 2242.082275 Iteration 19Q: 3 clusters Score -91921.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -91921.539062 Penalty: 2242.082275 Iteration 20F: 3 clusters Score -91921.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 721 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8528 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 824 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1004 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1111 members Mstep: Class 25 contains 6409 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1395 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 1895 members Mstep: Class 36 contains 270 members Entering Unmasked Estep Score: -8176747.000000 Penalty: 66583.812500 Splitting cluster 3 changes total score from -8177224.500000 to -8176747.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Entering Unmasked Estep Score: -60282.144531 Penalty: 1049.988525 Iteration 0F: 2 clusters Score -60282.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -59068.042969 Penalty: 2099.977051 Iteration 0F: 3 clusters Score -59068.04 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -59250.015625 Penalty: 2099.977051 Iteration 1F: 3 clusters Score -59250.02 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -59321.105469 Penalty: 2099.977051 Iteration 2F: 3 clusters Score -59321.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59360.789062 Penalty: 2099.977051 Iteration 3Q: 3 clusters Score -59360.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -59385.152344 Penalty: 2099.977051 Iteration 4Q: 3 clusters Score -59385.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -59415.132812 Penalty: 2099.977051 Iteration 5Q: 3 clusters Score -59415.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -59438.261719 Penalty: 2099.977051 Iteration 6Q: 3 clusters Score -59438.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -59472.027344 Penalty: 2099.977051 Iteration 7Q: 3 clusters Score -59472.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -59514.324219 Penalty: 2099.977051 Iteration 8Q: 3 clusters Score -59514.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -59524.464844 Penalty: 2099.977051 Iteration 9Q: 3 clusters Score -59524.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -59530.617188 Penalty: 2099.977051 Iteration 10Q: 3 clusters Score -59530.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -59532.187500 Penalty: 2099.977051 Iteration 11Q: 3 clusters Score -59532.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -59533.113281 Penalty: 2099.977051 Iteration 12Q: 3 clusters Score -59533.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -59533.113281 Penalty: 2099.977051 Iteration 13F: 3 clusters Score -59533.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Entering Unmasked Estep Score: -845262.937500 Penalty: 1470.805420 Iteration 0F: 2 clusters Score -845262.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -839001.937500 Penalty: 2941.610840 Iteration 0F: 3 clusters Score -839001.9 nChanged 3595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -840878.250000 Penalty: 2941.610840 Iteration 1F: 3 clusters Score -840878.2 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -841114.312500 Penalty: 2941.610840 Iteration 2F: 3 clusters Score -841114.3 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -841303.062500 Penalty: 2941.610840 Iteration 3F: 3 clusters Score -841303.1 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -841423.000000 Penalty: 2941.610840 Iteration 4Q: 3 clusters Score -841423 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -841524.937500 Penalty: 2941.610840 Iteration 5Q: 3 clusters Score -841524.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -841615.562500 Penalty: 2941.610840 Iteration 6Q: 3 clusters Score -841615.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -841698.812500 Penalty: 2941.610840 Iteration 7Q: 3 clusters Score -841698.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -841802.125000 Penalty: 2941.610840 Iteration 8Q: 3 clusters Score -841802.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -841930.937500 Penalty: 2941.610840 Iteration 9Q: 3 clusters Score -841930.9 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -842078.750000 Penalty: 2941.610840 Iteration 10Q: 3 clusters Score -842078.8 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -842283.500000 Penalty: 2941.610840 Iteration 11Q: 3 clusters Score -842283.5 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -842551.250000 Penalty: 2941.610840 Iteration 12Q: 3 clusters Score -842551.2 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -842886.562500 Penalty: 2941.610840 Iteration 13Q: 3 clusters Score -842886.6 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -843246.875000 Penalty: 2941.610840 Iteration 14Q: 3 clusters Score -843246.9 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -843540.625000 Penalty: 2941.610840 Iteration 15Q: 3 clusters Score -843540.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -843763.125000 Penalty: 2941.610840 Iteration 16Q: 3 clusters Score -843763.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -843905.187500 Penalty: 2941.610840 Iteration 17Q: 3 clusters Score -843905.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -843996.500000 Penalty: 2941.610840 Iteration 18Q: 3 clusters Score -843996.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -844056.625000 Penalty: 2941.610840 Iteration 19Q: 3 clusters Score -844056.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -844092.500000 Penalty: 2941.610840 Iteration 20F: 3 clusters Score -844092.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -844116.000000 Penalty: 2941.610840 Iteration 21Q: 3 clusters Score -844116 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -844127.937500 Penalty: 2941.610840 Iteration 22Q: 3 clusters Score -844127.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8228 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -844132.312500 Penalty: 2941.610840 Iteration 23Q: 3 clusters Score -844132.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -844140.062500 Penalty: 2941.610840 Iteration 24Q: 3 clusters Score -844140.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -844152.687500 Penalty: 2941.610840 Iteration 25Q: 3 clusters Score -844152.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -844157.750000 Penalty: 2941.610840 Iteration 26Q: 3 clusters Score -844157.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -844167.187500 Penalty: 2941.610840 Iteration 27Q: 3 clusters Score -844167.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -844170.500000 Penalty: 2941.610840 Iteration 28Q: 3 clusters Score -844170.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -844174.625000 Penalty: 2941.610840 Iteration 29Q: 3 clusters Score -844174.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -844176.812500 Penalty: 2941.610840 Iteration 30Q: 3 clusters Score -844176.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -844179.125000 Penalty: 2941.610840 Iteration 31Q: 3 clusters Score -844179.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -844178.812500 Penalty: 2941.610840 Iteration 32Q: 3 clusters Score -844178.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -844178.812500 Penalty: 2941.610840 Iteration 33Q: 3 clusters Score -844178.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -844179.625000 Penalty: 2941.610840 Iteration 34Q: 3 clusters Score -844179.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -844181.437500 Penalty: 2941.610840 Iteration 35Q: 3 clusters Score -844181.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -844181.250000 Penalty: 2941.610840 Iteration 36Q: 3 clusters Score -844181.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -844183.437500 Penalty: 2941.610840 Iteration 37Q: 3 clusters Score -844183.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -844183.437500 Penalty: 2941.610840 Iteration 38F: 3 clusters Score -844183.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Entering Unmasked Estep Score: -151496.296875 Penalty: 1192.991211 Iteration 0F: 2 clusters Score -151496.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -149704.406250 Penalty: 2385.982422 Iteration 0F: 3 clusters Score -149704.4 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -150079.078125 Penalty: 2385.982422 Iteration 1F: 3 clusters Score -150079.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -150201.265625 Penalty: 2385.982422 Iteration 2F: 3 clusters Score -150201.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -150297.484375 Penalty: 2385.982422 Iteration 3F: 3 clusters Score -150297.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -150374.328125 Penalty: 2385.982422 Iteration 4Q: 3 clusters Score -150374.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -150454.093750 Penalty: 2385.982422 Iteration 5Q: 3 clusters Score -150454.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -150542.015625 Penalty: 2385.982422 Iteration 6Q: 3 clusters Score -150542 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -150599.062500 Penalty: 2385.982422 Iteration 7Q: 3 clusters Score -150599.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -150669.781250 Penalty: 2385.982422 Iteration 8Q: 3 clusters Score -150669.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -150735.156250 Penalty: 2385.982422 Iteration 9Q: 3 clusters Score -150735.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -150809.750000 Penalty: 2385.982422 Iteration 10Q: 3 clusters Score -150809.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -150872.359375 Penalty: 2385.982422 Iteration 11Q: 3 clusters Score -150872.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -150929.000000 Penalty: 2385.982422 Iteration 12Q: 3 clusters Score -150929 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -150991.734375 Penalty: 2385.982422 Iteration 13Q: 3 clusters Score -150991.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -151032.968750 Penalty: 2385.982422 Iteration 14Q: 3 clusters Score -151033 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -151055.484375 Penalty: 2385.982422 Iteration 15Q: 3 clusters Score -151055.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -151072.703125 Penalty: 2385.982422 Iteration 16Q: 3 clusters Score -151072.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -151091.031250 Penalty: 2385.982422 Iteration 17Q: 3 clusters Score -151091 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -151104.000000 Penalty: 2385.982422 Iteration 18Q: 3 clusters Score -151104 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -151109.750000 Penalty: 2385.982422 Iteration 19Q: 3 clusters Score -151109.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -151114.500000 Penalty: 2385.982422 Iteration 20F: 3 clusters Score -151114.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -151118.859375 Penalty: 2385.982422 Iteration 21Q: 3 clusters Score -151118.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -151123.015625 Penalty: 2385.982422 Iteration 22Q: 3 clusters Score -151123 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -151126.734375 Penalty: 2385.982422 Iteration 23Q: 3 clusters Score -151126.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -151128.078125 Penalty: 2385.982422 Iteration 24Q: 3 clusters Score -151128.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -151128.078125 Penalty: 2385.982422 Iteration 25F: 3 clusters Score -151128.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Entering Unmasked Estep Score: -99663.882812 Penalty: 1130.128784 Iteration 0F: 2 clusters Score -99663.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -98186.179688 Penalty: 2260.257568 Iteration 0F: 3 clusters Score -98186.18 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -98431.429688 Penalty: 2260.257568 Iteration 1F: 3 clusters Score -98431.43 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -98499.984375 Penalty: 2260.257568 Iteration 2F: 3 clusters Score -98499.98 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -98551.984375 Penalty: 2260.257568 Iteration 3Q: 3 clusters Score -98551.98 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -98614.210938 Penalty: 2260.257568 Iteration 4Q: 3 clusters Score -98614.21 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -98678.187500 Penalty: 2260.257568 Iteration 5Q: 3 clusters Score -98678.19 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -98747.906250 Penalty: 2260.257568 Iteration 6Q: 3 clusters Score -98747.91 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -98794.648438 Penalty: 2260.257568 Iteration 7Q: 3 clusters Score -98794.65 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -98838.609375 Penalty: 2260.257568 Iteration 8Q: 3 clusters Score -98838.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -98868.390625 Penalty: 2260.257568 Iteration 9Q: 3 clusters Score -98868.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -98898.382812 Penalty: 2260.257568 Iteration 10Q: 3 clusters Score -98898.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -98925.460938 Penalty: 2260.257568 Iteration 11Q: 3 clusters Score -98925.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -98946.390625 Penalty: 2260.257568 Iteration 12Q: 3 clusters Score -98946.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -98969.625000 Penalty: 2260.257568 Iteration 13Q: 3 clusters Score -98969.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -98991.843750 Penalty: 2260.257568 Iteration 14Q: 3 clusters Score -98991.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -99012.023438 Penalty: 2260.257568 Iteration 15Q: 3 clusters Score -99012.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -99029.539062 Penalty: 2260.257568 Iteration 16Q: 3 clusters Score -99029.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -99037.343750 Penalty: 2260.257568 Iteration 17Q: 3 clusters Score -99037.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -99044.656250 Penalty: 2260.257568 Iteration 18Q: 3 clusters Score -99044.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -99053.281250 Penalty: 2260.257568 Iteration 19Q: 3 clusters Score -99053.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -99061.765625 Penalty: 2260.257568 Iteration 20F: 3 clusters Score -99061.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -99071.570312 Penalty: 2260.257568 Iteration 21Q: 3 clusters Score -99071.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -99086.890625 Penalty: 2260.257568 Iteration 22Q: 3 clusters Score -99086.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -99097.132812 Penalty: 2260.257568 Iteration 23Q: 3 clusters Score -99097.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -99109.343750 Penalty: 2260.257568 Iteration 24Q: 3 clusters Score -99109.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -99145.601562 Penalty: 2260.257568 Iteration 25Q: 3 clusters Score -99145.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -99192.406250 Penalty: 2260.257568 Iteration 26Q: 3 clusters Score -99192.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -99226.156250 Penalty: 2260.257568 Iteration 27Q: 3 clusters Score -99226.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -99244.250000 Penalty: 2260.257568 Iteration 28Q: 3 clusters Score -99244.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -99263.898438 Penalty: 2260.257568 Iteration 29Q: 3 clusters Score -99263.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -99281.312500 Penalty: 2260.257568 Iteration 30Q: 3 clusters Score -99281.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -99290.109375 Penalty: 2260.257568 Iteration 31Q: 3 clusters Score -99290.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -99292.898438 Penalty: 2260.257568 Iteration 32Q: 3 clusters Score -99292.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -99294.453125 Penalty: 2260.257568 Iteration 33Q: 3 clusters Score -99294.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -99295.945312 Penalty: 2260.257568 Iteration 34Q: 3 clusters Score -99295.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -99295.945312 Penalty: 2260.257568 Iteration 35F: 3 clusters Score -99295.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Entering Unmasked Estep Score: -80273.257812 Penalty: 1119.889160 Iteration 0F: 2 clusters Score -80273.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -78948.984375 Penalty: 2239.778320 Iteration 0F: 3 clusters Score -78948.98 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -79320.554688 Penalty: 2239.778320 Iteration 1F: 3 clusters Score -79320.55 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -79433.937500 Penalty: 2239.778320 Iteration 2F: 3 clusters Score -79433.94 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -79524.468750 Penalty: 2239.778320 Iteration 3Q: 3 clusters Score -79524.47 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -79585.054688 Penalty: 2239.778320 Iteration 4Q: 3 clusters Score -79585.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -79612.554688 Penalty: 2239.778320 Iteration 5Q: 3 clusters Score -79612.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -79631.296875 Penalty: 2239.778320 Iteration 6Q: 3 clusters Score -79631.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -79638.054688 Penalty: 2239.778320 Iteration 7Q: 3 clusters Score -79638.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -79644.875000 Penalty: 2239.778320 Iteration 8Q: 3 clusters Score -79644.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -79648.539062 Penalty: 2239.778320 Iteration 9Q: 3 clusters Score -79648.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -79653.656250 Penalty: 2239.778320 Iteration 10Q: 3 clusters Score -79653.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -79654.335938 Penalty: 2239.778320 Iteration 11Q: 3 clusters Score -79654.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -79656.359375 Penalty: 2239.778320 Iteration 12Q: 3 clusters Score -79656.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -79656.679688 Penalty: 2239.778320 Iteration 13Q: 3 clusters Score -79656.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -79656.968750 Penalty: 2239.778320 Iteration 14Q: 3 clusters Score -79656.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -79657.367188 Penalty: 2239.778320 Iteration 15Q: 3 clusters Score -79657.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -79657.500000 Penalty: 2239.778320 Iteration 16Q: 3 clusters Score -79657.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -79657.500000 Penalty: 2239.778320 Iteration 17F: 3 clusters Score -79657.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Entering Unmasked Estep Score: -434299.500000 Penalty: 1361.861450 Iteration 0F: 2 clusters Score -434299.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -430724.781250 Penalty: 2723.722900 Iteration 0F: 3 clusters Score -430724.8 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -431714.437500 Penalty: 2723.722900 Iteration 1F: 3 clusters Score -431714.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -431923.687500 Penalty: 2723.722900 Iteration 2F: 3 clusters Score -431923.7 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -432060.000000 Penalty: 2723.722900 Iteration 3F: 3 clusters Score -432060 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -432140.062500 Penalty: 2723.722900 Iteration 4Q: 3 clusters Score -432140.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -432196.718750 Penalty: 2723.722900 Iteration 5Q: 3 clusters Score -432196.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -432234.187500 Penalty: 2723.722900 Iteration 6Q: 3 clusters Score -432234.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -432265.625000 Penalty: 2723.722900 Iteration 7Q: 3 clusters Score -432265.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -432288.125000 Penalty: 2723.722900 Iteration 8Q: 3 clusters Score -432288.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -432307.656250 Penalty: 2723.722900 Iteration 9Q: 3 clusters Score -432307.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -432322.468750 Penalty: 2723.722900 Iteration 10Q: 3 clusters Score -432322.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -432335.718750 Penalty: 2723.722900 Iteration 11Q: 3 clusters Score -432335.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -432340.781250 Penalty: 2723.722900 Iteration 12Q: 3 clusters Score -432340.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -432351.218750 Penalty: 2723.722900 Iteration 13Q: 3 clusters Score -432351.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -432359.218750 Penalty: 2723.722900 Iteration 14Q: 3 clusters Score -432359.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -432365.187500 Penalty: 2723.722900 Iteration 15Q: 3 clusters Score -432365.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -432375.125000 Penalty: 2723.722900 Iteration 16Q: 3 clusters Score -432375.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -432390.812500 Penalty: 2723.722900 Iteration 17Q: 3 clusters Score -432390.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -432402.781250 Penalty: 2723.722900 Iteration 18Q: 3 clusters Score -432402.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -432412.125000 Penalty: 2723.722900 Iteration 19Q: 3 clusters Score -432412.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -432420.500000 Penalty: 2723.722900 Iteration 20F: 3 clusters Score -432420.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -432432.875000 Penalty: 2723.722900 Iteration 21Q: 3 clusters Score -432432.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -432442.031250 Penalty: 2723.722900 Iteration 22Q: 3 clusters Score -432442 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -432449.312500 Penalty: 2723.722900 Iteration 23Q: 3 clusters Score -432449.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -432457.218750 Penalty: 2723.722900 Iteration 24Q: 3 clusters Score -432457.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -432467.656250 Penalty: 2723.722900 Iteration 25Q: 3 clusters Score -432467.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -432477.062500 Penalty: 2723.722900 Iteration 26Q: 3 clusters Score -432477.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -432485.562500 Penalty: 2723.722900 Iteration 27Q: 3 clusters Score -432485.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -432495.500000 Penalty: 2723.722900 Iteration 28Q: 3 clusters Score -432495.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -432506.406250 Penalty: 2723.722900 Iteration 29Q: 3 clusters Score -432506.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -432517.875000 Penalty: 2723.722900 Iteration 30Q: 3 clusters Score -432517.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -432528.468750 Penalty: 2723.722900 Iteration 31Q: 3 clusters Score -432528.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -432539.281250 Penalty: 2723.722900 Iteration 32Q: 3 clusters Score -432539.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -432549.750000 Penalty: 2723.722900 Iteration 33Q: 3 clusters Score -432549.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -432559.000000 Penalty: 2723.722900 Iteration 34Q: 3 clusters Score -432559 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -432570.843750 Penalty: 2723.722900 Iteration 35Q: 3 clusters Score -432570.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -432583.843750 Penalty: 2723.722900 Iteration 36Q: 3 clusters Score -432583.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -432592.468750 Penalty: 2723.722900 Iteration 37Q: 3 clusters Score -432592.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -432602.531250 Penalty: 2723.722900 Iteration 38Q: 3 clusters Score -432602.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -432622.437500 Penalty: 2723.722900 Iteration 39Q: 3 clusters Score -432622.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -432653.312500 Penalty: 2723.722900 Iteration 40F: 3 clusters Score -432653.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -432685.437500 Penalty: 2723.722900 Iteration 41Q: 3 clusters Score -432685.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -432709.062500 Penalty: 2723.722900 Iteration 42Q: 3 clusters Score -432709.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -432735.406250 Penalty: 2723.722900 Iteration 43Q: 3 clusters Score -432735.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -432756.812500 Penalty: 2723.722900 Iteration 44Q: 3 clusters Score -432756.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -432780.500000 Penalty: 2723.722900 Iteration 45Q: 3 clusters Score -432780.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -432803.156250 Penalty: 2723.722900 Iteration 46Q: 3 clusters Score -432803.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -432829.343750 Penalty: 2723.722900 Iteration 47Q: 3 clusters Score -432829.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -432854.906250 Penalty: 2723.722900 Iteration 48Q: 3 clusters Score -432854.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -432878.937500 Penalty: 2723.722900 Iteration 49Q: 3 clusters Score -432878.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -432902.375000 Penalty: 2723.722900 Iteration 50Q: 3 clusters Score -432902.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -432922.250000 Penalty: 2723.722900 Iteration 51Q: 3 clusters Score -432922.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -432941.343750 Penalty: 2723.722900 Iteration 52Q: 3 clusters Score -432941.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -432962.937500 Penalty: 2723.722900 Iteration 53Q: 3 clusters Score -432962.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -432987.843750 Penalty: 2723.722900 Iteration 54Q: 3 clusters Score -432987.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -433020.062500 Penalty: 2723.722900 Iteration 55Q: 3 clusters Score -433020.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -433047.531250 Penalty: 2723.722900 Iteration 56Q: 3 clusters Score -433047.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -433077.250000 Penalty: 2723.722900 Iteration 57Q: 3 clusters Score -433077.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -433113.656250 Penalty: 2723.722900 Iteration 58Q: 3 clusters Score -433113.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -433148.343750 Penalty: 2723.722900 Iteration 59Q: 3 clusters Score -433148.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -433190.656250 Penalty: 2723.722900 Iteration 60F: 3 clusters Score -433190.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -433233.406250 Penalty: 2723.722900 Iteration 61Q: 3 clusters Score -433233.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -433287.500000 Penalty: 2723.722900 Iteration 62Q: 3 clusters Score -433287.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -433332.125000 Penalty: 2723.722900 Iteration 63Q: 3 clusters Score -433332.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -433366.531250 Penalty: 2723.722900 Iteration 64Q: 3 clusters Score -433366.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -433389.875000 Penalty: 2723.722900 Iteration 65Q: 3 clusters Score -433389.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -433403.750000 Penalty: 2723.722900 Iteration 66Q: 3 clusters Score -433403.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -433413.500000 Penalty: 2723.722900 Iteration 67Q: 3 clusters Score -433413.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -433425.468750 Penalty: 2723.722900 Iteration 68Q: 3 clusters Score -433425.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -433434.781250 Penalty: 2723.722900 Iteration 69Q: 3 clusters Score -433434.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -433439.218750 Penalty: 2723.722900 Iteration 70Q: 3 clusters Score -433439.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -433443.812500 Penalty: 2723.722900 Iteration 71Q: 3 clusters Score -433443.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -433446.906250 Penalty: 2723.722900 Iteration 72Q: 3 clusters Score -433446.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -433448.187500 Penalty: 2723.722900 Iteration 73Q: 3 clusters Score -433448.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -433450.281250 Penalty: 2723.722900 Iteration 74Q: 3 clusters Score -433450.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -433452.500000 Penalty: 2723.722900 Iteration 75Q: 3 clusters Score -433452.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -433454.968750 Penalty: 2723.722900 Iteration 76Q: 3 clusters Score -433455 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -433456.000000 Penalty: 2723.722900 Iteration 77Q: 3 clusters Score -433456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -433456.156250 Penalty: 2723.722900 Iteration 78Q: 3 clusters Score -433456.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -433456.156250 Penalty: 2723.722900 Iteration 79F: 3 clusters Score -433456.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Entering Unmasked Estep Score: -78991.679688 Penalty: 1091.052734 Iteration 0F: 2 clusters Score -78991.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -77680.539062 Penalty: 2182.105469 Iteration 0F: 3 clusters Score -77680.54 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -77908.093750 Penalty: 2182.105469 Iteration 1F: 3 clusters Score -77908.09 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -77968.914062 Penalty: 2182.105469 Iteration 2F: 3 clusters Score -77968.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -78008.031250 Penalty: 2182.105469 Iteration 3Q: 3 clusters Score -78008.03 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -78035.882812 Penalty: 2182.105469 Iteration 4Q: 3 clusters Score -78035.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -78046.710938 Penalty: 2182.105469 Iteration 5Q: 3 clusters Score -78046.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -78050.703125 Penalty: 2182.105469 Iteration 6Q: 3 clusters Score -78050.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -78054.304688 Penalty: 2182.105469 Iteration 7Q: 3 clusters Score -78054.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -78059.640625 Penalty: 2182.105469 Iteration 8Q: 3 clusters Score -78059.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -78066.945312 Penalty: 2182.105469 Iteration 9Q: 3 clusters Score -78066.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -78074.539062 Penalty: 2182.105469 Iteration 10Q: 3 clusters Score -78074.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -78077.835938 Penalty: 2182.105469 Iteration 11Q: 3 clusters Score -78077.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -78079.437500 Penalty: 2182.105469 Iteration 12Q: 3 clusters Score -78079.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -78079.820312 Penalty: 2182.105469 Iteration 13Q: 3 clusters Score -78079.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -78079.820312 Penalty: 2182.105469 Iteration 14F: 3 clusters Score -78079.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Entering Unmasked Estep Score: -89941.546875 Penalty: 1111.588867 Iteration 0F: 2 clusters Score -89941.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -88561.484375 Penalty: 2223.177734 Iteration 0F: 3 clusters Score -88561.48 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -88923.976562 Penalty: 2223.177734 Iteration 1F: 3 clusters Score -88923.98 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -89101.570312 Penalty: 2223.177734 Iteration 2F: 3 clusters Score -89101.57 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -89223.898438 Penalty: 2223.177734 Iteration 3F: 3 clusters Score -89223.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -89273.976562 Penalty: 2223.177734 Iteration 4Q: 3 clusters Score -89273.98 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -89302.875000 Penalty: 2223.177734 Iteration 5Q: 3 clusters Score -89302.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -89314.859375 Penalty: 2223.177734 Iteration 6Q: 3 clusters Score -89314.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -89327.390625 Penalty: 2223.177734 Iteration 7Q: 3 clusters Score -89327.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -89334.875000 Penalty: 2223.177734 Iteration 8Q: 3 clusters Score -89334.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -89337.968750 Penalty: 2223.177734 Iteration 9Q: 3 clusters Score -89337.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -89337.968750 Penalty: 2223.177734 Iteration 10F: 3 clusters Score -89337.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -140528.343750 Penalty: 1178.573853 Iteration 0F: 2 clusters Score -140528.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -138856.640625 Penalty: 2357.147705 Iteration 0F: 3 clusters Score -138856.6 nChanged 440 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: -139165.421875 Penalty: 2357.147705 Iteration 1F: 3 clusters Score -139165.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -139229.859375 Penalty: 2357.147705 Iteration 2F: 3 clusters Score -139229.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -139260.250000 Penalty: 2357.147705 Iteration 3Q: 3 clusters Score -139260.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -139277.484375 Penalty: 2357.147705 Iteration 4Q: 3 clusters Score -139277.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -139294.953125 Penalty: 2357.147705 Iteration 5Q: 3 clusters Score -139295 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -139307.328125 Penalty: 2357.147705 Iteration 6Q: 3 clusters Score -139307.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -139315.468750 Penalty: 2357.147705 Iteration 7Q: 3 clusters Score -139315.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -139323.093750 Penalty: 2357.147705 Iteration 8Q: 3 clusters Score -139323.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -139327.125000 Penalty: 2357.147705 Iteration 9Q: 3 clusters Score -139327.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -139327.687500 Penalty: 2357.147705 Iteration 10Q: 3 clusters Score -139327.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -139328.062500 Penalty: 2357.147705 Iteration 11Q: 3 clusters Score -139328.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -139329.578125 Penalty: 2357.147705 Iteration 12Q: 3 clusters Score -139329.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -139330.500000 Penalty: 2357.147705 Iteration 13Q: 3 clusters Score -139330.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -139330.859375 Penalty: 2357.147705 Iteration 14Q: 3 clusters Score -139330.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -139331.328125 Penalty: 2357.147705 Iteration 15Q: 3 clusters Score -139331.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -139332.281250 Penalty: 2357.147705 Iteration 16Q: 3 clusters Score -139332.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -139333.031250 Penalty: 2357.147705 Iteration 17Q: 3 clusters Score -139333 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -139333.031250 Penalty: 2357.147705 Iteration 18F: 3 clusters Score -139333 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Entering Unmasked Estep Score: -704811.125000 Penalty: 1443.973999 Iteration 0F: 2 clusters Score -704811.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -699418.875000 Penalty: 2887.947998 Iteration 0F: 3 clusters Score -699418.9 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -701033.500000 Penalty: 2887.947998 Iteration 1F: 3 clusters Score -701033.5 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -701223.500000 Penalty: 2887.947998 Iteration 2F: 3 clusters Score -701223.5 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -701333.312500 Penalty: 2887.947998 Iteration 3Q: 3 clusters Score -701333.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -701427.812500 Penalty: 2887.947998 Iteration 4Q: 3 clusters Score -701427.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -701530.687500 Penalty: 2887.947998 Iteration 5Q: 3 clusters Score -701530.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -701629.250000 Penalty: 2887.947998 Iteration 6Q: 3 clusters Score -701629.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -701730.062500 Penalty: 2887.947998 Iteration 7Q: 3 clusters Score -701730.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -701833.000000 Penalty: 2887.947998 Iteration 8Q: 3 clusters Score -701833 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -701962.812500 Penalty: 2887.947998 Iteration 9Q: 3 clusters Score -701962.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -702089.125000 Penalty: 2887.947998 Iteration 10Q: 3 clusters Score -702089.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -702213.500000 Penalty: 2887.947998 Iteration 11Q: 3 clusters Score -702213.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -702341.875000 Penalty: 2887.947998 Iteration 12Q: 3 clusters Score -702341.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -702468.937500 Penalty: 2887.947998 Iteration 13Q: 3 clusters Score -702468.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -702600.437500 Penalty: 2887.947998 Iteration 14Q: 3 clusters Score -702600.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -702718.250000 Penalty: 2887.947998 Iteration 15Q: 3 clusters Score -702718.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -702834.812500 Penalty: 2887.947998 Iteration 16Q: 3 clusters Score -702834.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -702952.000000 Penalty: 2887.947998 Iteration 17Q: 3 clusters Score -702952 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -703046.687500 Penalty: 2887.947998 Iteration 18Q: 3 clusters Score -703046.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -703119.625000 Penalty: 2887.947998 Iteration 19Q: 3 clusters Score -703119.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -703163.875000 Penalty: 2887.947998 Iteration 20F: 3 clusters Score -703163.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -703202.937500 Penalty: 2887.947998 Iteration 21Q: 3 clusters Score -703202.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -703243.375000 Penalty: 2887.947998 Iteration 22Q: 3 clusters Score -703243.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -703273.312500 Penalty: 2887.947998 Iteration 23Q: 3 clusters Score -703273.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -703295.562500 Penalty: 2887.947998 Iteration 24Q: 3 clusters Score -703295.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -703320.062500 Penalty: 2887.947998 Iteration 25Q: 3 clusters Score -703320.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -703350.437500 Penalty: 2887.947998 Iteration 26Q: 3 clusters Score -703350.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -703379.000000 Penalty: 2887.947998 Iteration 27Q: 3 clusters Score -703379 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -703403.937500 Penalty: 2887.947998 Iteration 28Q: 3 clusters Score -703403.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -703425.812500 Penalty: 2887.947998 Iteration 29Q: 3 clusters Score -703425.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -703443.625000 Penalty: 2887.947998 Iteration 30Q: 3 clusters Score -703443.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -703459.750000 Penalty: 2887.947998 Iteration 31Q: 3 clusters Score -703459.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -703471.500000 Penalty: 2887.947998 Iteration 32Q: 3 clusters Score -703471.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -703478.750000 Penalty: 2887.947998 Iteration 33Q: 3 clusters Score -703478.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -703485.937500 Penalty: 2887.947998 Iteration 34Q: 3 clusters Score -703485.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -703492.687500 Penalty: 2887.947998 Iteration 35Q: 3 clusters Score -703492.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -703500.937500 Penalty: 2887.947998 Iteration 36Q: 3 clusters Score -703500.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -703506.812500 Penalty: 2887.947998 Iteration 37Q: 3 clusters Score -703506.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -703509.812500 Penalty: 2887.947998 Iteration 38Q: 3 clusters Score -703509.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -703513.187500 Penalty: 2887.947998 Iteration 39Q: 3 clusters Score -703513.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -703515.750000 Penalty: 2887.947998 Iteration 40F: 3 clusters Score -703515.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -703521.437500 Penalty: 2887.947998 Iteration 41Q: 3 clusters Score -703521.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -703524.937500 Penalty: 2887.947998 Iteration 42Q: 3 clusters Score -703524.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -703527.187500 Penalty: 2887.947998 Iteration 43Q: 3 clusters Score -703527.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -703531.375000 Penalty: 2887.947998 Iteration 44Q: 3 clusters Score -703531.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -703534.625000 Penalty: 2887.947998 Iteration 45Q: 3 clusters Score -703534.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -703537.750000 Penalty: 2887.947998 Iteration 46Q: 3 clusters Score -703537.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -703539.875000 Penalty: 2887.947998 Iteration 47Q: 3 clusters Score -703539.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -703541.750000 Penalty: 2887.947998 Iteration 48Q: 3 clusters Score -703541.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -703544.187500 Penalty: 2887.947998 Iteration 49Q: 3 clusters Score -703544.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -703547.125000 Penalty: 2887.947998 Iteration 50Q: 3 clusters Score -703547.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -703548.000000 Penalty: 2887.947998 Iteration 51Q: 3 clusters Score -703548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -703549.750000 Penalty: 2887.947998 Iteration 52Q: 3 clusters Score -703549.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -703552.187500 Penalty: 2887.947998 Iteration 53Q: 3 clusters Score -703552.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -703553.187500 Penalty: 2887.947998 Iteration 54Q: 3 clusters Score -703553.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -703554.062500 Penalty: 2887.947998 Iteration 55Q: 3 clusters Score -703554.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -703554.812500 Penalty: 2887.947998 Iteration 56Q: 3 clusters Score -703554.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -703555.187500 Penalty: 2887.947998 Iteration 57Q: 3 clusters Score -703555.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -703555.500000 Penalty: 2887.947998 Iteration 58Q: 3 clusters Score -703555.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -703557.625000 Penalty: 2887.947998 Iteration 59Q: 3 clusters Score -703557.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -703558.250000 Penalty: 2887.947998 Iteration 60F: 3 clusters Score -703558.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -703559.375000 Penalty: 2887.947998 Iteration 61Q: 3 clusters Score -703559.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -703559.375000 Penalty: 2887.947998 Iteration 62F: 3 clusters Score -703559.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Entering Unmasked Estep Score: -1394858.875000 Penalty: 1558.587524 Iteration 0F: 2 clusters Score -1394859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -1384834.625000 Penalty: 3117.175049 Iteration 0F: 3 clusters Score -1384835 nChanged 6405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -1388545.875000 Penalty: 3117.175049 Iteration 1F: 3 clusters Score -1388546 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1389016.125000 Penalty: 3117.175049 Iteration 2F: 3 clusters Score -1389016 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -1389454.250000 Penalty: 3117.175049 Iteration 3F: 3 clusters Score -1389454 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -1389840.625000 Penalty: 3117.175049 Iteration 4F: 3 clusters Score -1389841 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -1390230.250000 Penalty: 3117.175049 Iteration 5Q: 3 clusters Score -1390230 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 8770 members Entering Unmasked Estep Score: -1390645.125000 Penalty: 3117.175049 Iteration 6Q: 3 clusters Score -1390645 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -1391089.250000 Penalty: 3117.175049 Iteration 7Q: 3 clusters Score -1391089 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -1391531.750000 Penalty: 3117.175049 Iteration 8Q: 3 clusters Score -1391532 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -1391885.125000 Penalty: 3117.175049 Iteration 9Q: 3 clusters Score -1391885 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1392108.875000 Penalty: 3117.175049 Iteration 10Q: 3 clusters Score -1392109 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -1392258.125000 Penalty: 3117.175049 Iteration 11Q: 3 clusters Score -1392258 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -1392371.500000 Penalty: 3117.175049 Iteration 12Q: 3 clusters Score -1392372 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -1392441.625000 Penalty: 3117.175049 Iteration 13Q: 3 clusters Score -1392442 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 10347 members Entering Unmasked Estep Score: -1392500.750000 Penalty: 3117.175049 Iteration 14Q: 3 clusters Score -1392501 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -1392557.125000 Penalty: 3117.175049 Iteration 15Q: 3 clusters Score -1392557 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 10606 members Entering Unmasked Estep Score: -1392611.250000 Penalty: 3117.175049 Iteration 16Q: 3 clusters Score -1392611 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -1392653.000000 Penalty: 3117.175049 Iteration 17Q: 3 clusters Score -1392653 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -1392692.000000 Penalty: 3117.175049 Iteration 18Q: 3 clusters Score -1392692 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -1392726.750000 Penalty: 3117.175049 Iteration 19Q: 3 clusters Score -1392727 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 11051 members Entering Unmasked Estep Score: -1392757.125000 Penalty: 3117.175049 Iteration 20F: 3 clusters Score -1392757 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -1392788.750000 Penalty: 3117.175049 Iteration 21Q: 3 clusters Score -1392789 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -1392828.375000 Penalty: 3117.175049 Iteration 22Q: 3 clusters Score -1392828 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -1392878.625000 Penalty: 3117.175049 Iteration 23Q: 3 clusters Score -1392879 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1392930.750000 Penalty: 3117.175049 Iteration 24Q: 3 clusters Score -1392931 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -1392966.625000 Penalty: 3117.175049 Iteration 25Q: 3 clusters Score -1392967 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -1392999.375000 Penalty: 3117.175049 Iteration 26Q: 3 clusters Score -1392999 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 11871 members Entering Unmasked Estep Score: -1393023.750000 Penalty: 3117.175049 Iteration 27Q: 3 clusters Score -1393024 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -1393047.125000 Penalty: 3117.175049 Iteration 28Q: 3 clusters Score -1393047 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 12035 members Entering Unmasked Estep Score: -1393069.000000 Penalty: 3117.175049 Iteration 29Q: 3 clusters Score -1393069 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -1393086.875000 Penalty: 3117.175049 Iteration 30Q: 3 clusters Score -1393087 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 12178 members Entering Unmasked Estep Score: -1393109.375000 Penalty: 3117.175049 Iteration 31Q: 3 clusters Score -1393109 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -1393136.625000 Penalty: 3117.175049 Iteration 32Q: 3 clusters Score -1393137 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 12351 members Entering Unmasked Estep Score: -1393157.250000 Penalty: 3117.175049 Iteration 33Q: 3 clusters Score -1393157 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 12425 members Entering Unmasked Estep Score: -1393176.500000 Penalty: 3117.175049 Iteration 34Q: 3 clusters Score -1393176 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -1393192.250000 Penalty: 3117.175049 Iteration 35Q: 3 clusters Score -1393192 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -1393210.125000 Penalty: 3117.175049 Iteration 36Q: 3 clusters Score -1393210 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -1393223.000000 Penalty: 3117.175049 Iteration 37Q: 3 clusters Score -1393223 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -1393239.250000 Penalty: 3117.175049 Iteration 38Q: 3 clusters Score -1393239 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 12707 members Entering Unmasked Estep Score: -1393250.375000 Penalty: 3117.175049 Iteration 39Q: 3 clusters Score -1393250 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -1393261.125000 Penalty: 3117.175049 Iteration 40F: 3 clusters Score -1393261 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -1393272.125000 Penalty: 3117.175049 Iteration 41Q: 3 clusters Score -1393272 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 12845 members Entering Unmasked Estep Score: -1393287.625000 Penalty: 3117.175049 Iteration 42Q: 3 clusters Score -1393288 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1393316.250000 Penalty: 3117.175049 Iteration 43Q: 3 clusters Score -1393316 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -1393332.000000 Penalty: 3117.175049 Iteration 44Q: 3 clusters Score -1393332 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -1393350.500000 Penalty: 3117.175049 Iteration 45Q: 3 clusters Score -1393350 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -1393365.375000 Penalty: 3117.175049 Iteration 46Q: 3 clusters Score -1393365 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 13111 members Entering Unmasked Estep Score: -1393379.625000 Penalty: 3117.175049 Iteration 47Q: 3 clusters Score -1393380 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 13162 members Entering Unmasked Estep Score: -1393399.625000 Penalty: 3117.175049 Iteration 48Q: 3 clusters Score -1393400 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -1393417.125000 Penalty: 3117.175049 Iteration 49Q: 3 clusters Score -1393417 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -1393444.500000 Penalty: 3117.175049 Iteration 50Q: 3 clusters Score -1393444 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 13322 members Entering Unmasked Estep Score: -1393461.750000 Penalty: 3117.175049 Iteration 51Q: 3 clusters Score -1393462 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 13364 members Entering Unmasked Estep Score: -1393474.375000 Penalty: 3117.175049 Iteration 52Q: 3 clusters Score -1393474 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 13400 members Entering Unmasked Estep Score: -1393484.750000 Penalty: 3117.175049 Iteration 53Q: 3 clusters Score -1393485 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -1393500.125000 Penalty: 3117.175049 Iteration 54Q: 3 clusters Score -1393500 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 13450 members Entering Unmasked Estep Score: -1393506.000000 Penalty: 3117.175049 Iteration 55Q: 3 clusters Score -1393506 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 13473 members Entering Unmasked Estep Score: -1393514.000000 Penalty: 3117.175049 Iteration 56Q: 3 clusters Score -1393514 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 13491 members Entering Unmasked Estep Score: -1393516.125000 Penalty: 3117.175049 Iteration 57Q: 3 clusters Score -1393516 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 13510 members Entering Unmasked Estep Score: -1393519.125000 Penalty: 3117.175049 Iteration 58Q: 3 clusters Score -1393519 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 13530 members Entering Unmasked Estep Score: -1393525.875000 Penalty: 3117.175049 Iteration 59Q: 3 clusters Score -1393526 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 13552 members Entering Unmasked Estep Score: -1393534.875000 Penalty: 3117.175049 Iteration 60F: 3 clusters Score -1393535 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -1393543.125000 Penalty: 3117.175049 Iteration 61Q: 3 clusters Score -1393543 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 13605 members Entering Unmasked Estep Score: -1393555.625000 Penalty: 3117.175049 Iteration 62Q: 3 clusters Score -1393556 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 13627 members Entering Unmasked Estep Score: -1393563.375000 Penalty: 3117.175049 Iteration 63Q: 3 clusters Score -1393563 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 13643 members Entering Unmasked Estep Score: -1393565.625000 Penalty: 3117.175049 Iteration 64Q: 3 clusters Score -1393566 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 13660 members Entering Unmasked Estep Score: -1393573.375000 Penalty: 3117.175049 Iteration 65Q: 3 clusters Score -1393573 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 13672 members Entering Unmasked Estep Score: -1393577.500000 Penalty: 3117.175049 Iteration 66Q: 3 clusters Score -1393578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 13678 members Entering Unmasked Estep Score: -1393582.000000 Penalty: 3117.175049 Iteration 67Q: 3 clusters Score -1393582 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 13685 members Entering Unmasked Estep Score: -1393583.250000 Penalty: 3117.175049 Iteration 68Q: 3 clusters Score -1393583 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 13688 members Entering Unmasked Estep Score: -1393582.750000 Penalty: 3117.175049 Iteration 69Q: 3 clusters Score -1393583 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 13691 members Entering Unmasked Estep Score: -1393581.750000 Penalty: 3117.175049 Iteration 70Q: 3 clusters Score -1393582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -1393585.250000 Penalty: 3117.175049 Iteration 71Q: 3 clusters Score -1393585 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -1393585.125000 Penalty: 3117.175049 Iteration 72Q: 3 clusters Score -1393585 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 13695 members Entering Unmasked Estep Score: -1393583.750000 Penalty: 3117.175049 Iteration 73Q: 3 clusters Score -1393584 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 13696 members Entering Unmasked Estep Score: -1393584.625000 Penalty: 3117.175049 Iteration 74Q: 3 clusters Score -1393585 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 13696 members Entering Unmasked Estep Score: -1393584.625000 Penalty: 3117.175049 Iteration 75F: 3 clusters Score -1393585 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Entering Unmasked Estep Score: -576653.500000 Penalty: 1415.743408 Iteration 0F: 2 clusters Score -576653.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -571955.937500 Penalty: 2831.486816 Iteration 0F: 3 clusters Score -571955.9 nChanged 2506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -573297.312500 Penalty: 2831.486816 Iteration 1F: 3 clusters Score -573297.3 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -573599.562500 Penalty: 2831.486816 Iteration 2F: 3 clusters Score -573599.6 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -573899.500000 Penalty: 2831.486816 Iteration 3F: 3 clusters Score -573899.5 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -574287.937500 Penalty: 2831.486816 Iteration 4F: 3 clusters Score -574287.9 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -574708.750000 Penalty: 2831.486816 Iteration 5F: 3 clusters Score -574708.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -575053.500000 Penalty: 2831.486816 Iteration 6F: 3 clusters Score -575053.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -575360.187500 Penalty: 2831.486816 Iteration 7F: 3 clusters Score -575360.2 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -575600.125000 Penalty: 2831.486816 Iteration 8Q: 3 clusters Score -575600.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -575774.500000 Penalty: 2831.486816 Iteration 9Q: 3 clusters Score -575774.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -575902.750000 Penalty: 2831.486816 Iteration 10Q: 3 clusters Score -575902.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -575994.625000 Penalty: 2831.486816 Iteration 11Q: 3 clusters Score -575994.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -576056.812500 Penalty: 2831.486816 Iteration 12Q: 3 clusters Score -576056.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -576112.250000 Penalty: 2831.486816 Iteration 13Q: 3 clusters Score -576112.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -576147.375000 Penalty: 2831.486816 Iteration 14Q: 3 clusters Score -576147.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -576173.687500 Penalty: 2831.486816 Iteration 15Q: 3 clusters Score -576173.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -576197.375000 Penalty: 2831.486816 Iteration 16Q: 3 clusters Score -576197.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -576214.562500 Penalty: 2831.486816 Iteration 17Q: 3 clusters Score -576214.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -576238.062500 Penalty: 2831.486816 Iteration 18Q: 3 clusters Score -576238.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -576250.625000 Penalty: 2831.486816 Iteration 19Q: 3 clusters Score -576250.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -576283.187500 Penalty: 2831.486816 Iteration 20F: 3 clusters Score -576283.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -576317.500000 Penalty: 2831.486816 Iteration 21Q: 3 clusters Score -576317.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -576344.562500 Penalty: 2831.486816 Iteration 22Q: 3 clusters Score -576344.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -576358.187500 Penalty: 2831.486816 Iteration 23Q: 3 clusters Score -576358.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -576370.250000 Penalty: 2831.486816 Iteration 24Q: 3 clusters Score -576370.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -576377.687500 Penalty: 2831.486816 Iteration 25Q: 3 clusters Score -576377.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -576382.812500 Penalty: 2831.486816 Iteration 26Q: 3 clusters Score -576382.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -576386.250000 Penalty: 2831.486816 Iteration 27Q: 3 clusters Score -576386.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -576387.625000 Penalty: 2831.486816 Iteration 28Q: 3 clusters Score -576387.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -576389.375000 Penalty: 2831.486816 Iteration 29Q: 3 clusters Score -576389.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -576389.250000 Penalty: 2831.486816 Iteration 30Q: 3 clusters Score -576389.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -576390.687500 Penalty: 2831.486816 Iteration 31Q: 3 clusters Score -576390.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -576390.250000 Penalty: 2831.486816 Iteration 32Q: 3 clusters Score -576390.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -576390.250000 Penalty: 2831.486816 Iteration 33F: 3 clusters Score -576390.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Entering Unmasked Estep Score: -256293.156250 Penalty: 1278.777832 Iteration 0F: 2 clusters Score -256293.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -253827.640625 Penalty: 2557.555664 Iteration 0F: 3 clusters Score -253827.6 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -254490.484375 Penalty: 2557.555664 Iteration 1F: 3 clusters Score -254490.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -254700.515625 Penalty: 2557.555664 Iteration 2F: 3 clusters Score -254700.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -254850.218750 Penalty: 2557.555664 Iteration 3F: 3 clusters Score -254850.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -254975.281250 Penalty: 2557.555664 Iteration 4F: 3 clusters Score -254975.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -255061.609375 Penalty: 2557.555664 Iteration 5Q: 3 clusters Score -255061.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -255121.687500 Penalty: 2557.555664 Iteration 6Q: 3 clusters Score -255121.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -255164.671875 Penalty: 2557.555664 Iteration 7Q: 3 clusters Score -255164.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -255200.171875 Penalty: 2557.555664 Iteration 8Q: 3 clusters Score -255200.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -255227.234375 Penalty: 2557.555664 Iteration 9Q: 3 clusters Score -255227.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -255250.937500 Penalty: 2557.555664 Iteration 10Q: 3 clusters Score -255250.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -255283.656250 Penalty: 2557.555664 Iteration 11Q: 3 clusters Score -255283.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -255314.437500 Penalty: 2557.555664 Iteration 12Q: 3 clusters Score -255314.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -255332.500000 Penalty: 2557.555664 Iteration 13Q: 3 clusters Score -255332.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -255349.171875 Penalty: 2557.555664 Iteration 14Q: 3 clusters Score -255349.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -255361.890625 Penalty: 2557.555664 Iteration 15Q: 3 clusters Score -255361.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -255371.390625 Penalty: 2557.555664 Iteration 16Q: 3 clusters Score -255371.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -255376.562500 Penalty: 2557.555664 Iteration 17Q: 3 clusters Score -255376.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -255383.625000 Penalty: 2557.555664 Iteration 18Q: 3 clusters Score -255383.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -255388.343750 Penalty: 2557.555664 Iteration 19Q: 3 clusters Score -255388.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -255392.781250 Penalty: 2557.555664 Iteration 20F: 3 clusters Score -255392.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -255397.546875 Penalty: 2557.555664 Iteration 21Q: 3 clusters Score -255397.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -255399.625000 Penalty: 2557.555664 Iteration 22Q: 3 clusters Score -255399.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -255400.640625 Penalty: 2557.555664 Iteration 23Q: 3 clusters Score -255400.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -255402.453125 Penalty: 2557.555664 Iteration 24Q: 3 clusters Score -255402.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -255404.812500 Penalty: 2557.555664 Iteration 25Q: 3 clusters Score -255404.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -255406.031250 Penalty: 2557.555664 Iteration 26Q: 3 clusters Score -255406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -255407.062500 Penalty: 2557.555664 Iteration 27Q: 3 clusters Score -255407.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -255407.453125 Penalty: 2557.555664 Iteration 28Q: 3 clusters Score -255407.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -255409.328125 Penalty: 2557.555664 Iteration 29Q: 3 clusters Score -255409.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -255410.140625 Penalty: 2557.555664 Iteration 30Q: 3 clusters Score -255410.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -255410.109375 Penalty: 2557.555664 Iteration 31Q: 3 clusters Score -255410.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -255410.734375 Penalty: 2557.555664 Iteration 32Q: 3 clusters Score -255410.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -255410.734375 Penalty: 2557.555664 Iteration 33F: 3 clusters Score -255410.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Entering Unmasked Estep Score: -122499.406250 Penalty: 1180.859497 Iteration 0F: 2 clusters Score -122499.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -120854.578125 Penalty: 2361.718994 Iteration 0F: 3 clusters Score -120854.6 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -121236.671875 Penalty: 2361.718994 Iteration 1F: 3 clusters Score -121236.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -121365.390625 Penalty: 2361.718994 Iteration 2F: 3 clusters Score -121365.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -121449.031250 Penalty: 2361.718994 Iteration 3F: 3 clusters Score -121449 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -121527.929688 Penalty: 2361.718994 Iteration 4F: 3 clusters Score -121527.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -121604.046875 Penalty: 2361.718994 Iteration 5Q: 3 clusters Score -121604 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -121672.164062 Penalty: 2361.718994 Iteration 6Q: 3 clusters Score -121672.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -121716.757812 Penalty: 2361.718994 Iteration 7Q: 3 clusters Score -121716.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -121736.835938 Penalty: 2361.718994 Iteration 8Q: 3 clusters Score -121736.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -121749.734375 Penalty: 2361.718994 Iteration 9Q: 3 clusters Score -121749.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -121771.140625 Penalty: 2361.718994 Iteration 10Q: 3 clusters Score -121771.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -121789.968750 Penalty: 2361.718994 Iteration 11Q: 3 clusters Score -121790 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -121804.789062 Penalty: 2361.718994 Iteration 12Q: 3 clusters Score -121804.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -121808.320312 Penalty: 2361.718994 Iteration 13Q: 3 clusters Score -121808.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -121808.476562 Penalty: 2361.718994 Iteration 14Q: 3 clusters Score -121808.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -121809.312500 Penalty: 2361.718994 Iteration 15Q: 3 clusters Score -121809.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -121809.312500 Penalty: 2361.718994 Iteration 16F: 3 clusters Score -121809.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Entering Unmasked Estep Score: -33864.433594 Penalty: 985.742615 Iteration 0F: 2 clusters Score -33864.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -32929.000000 Penalty: 1971.485229 Iteration 0F: 3 clusters Score -32929 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -33128.441406 Penalty: 1971.485229 Iteration 1F: 3 clusters Score -33128.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -33189.730469 Penalty: 1971.485229 Iteration 2F: 3 clusters Score -33189.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -33258.312500 Penalty: 1971.485229 Iteration 3Q: 3 clusters Score -33258.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -33343.683594 Penalty: 1971.485229 Iteration 4Q: 3 clusters Score -33343.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -33414.859375 Penalty: 1971.485229 Iteration 5Q: 3 clusters Score -33414.86 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -33458.121094 Penalty: 1971.485229 Iteration 6Q: 3 clusters Score -33458.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -33473.066406 Penalty: 1971.485229 Iteration 7Q: 3 clusters Score -33473.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -33476.703125 Penalty: 1971.485229 Iteration 8Q: 3 clusters Score -33476.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -33482.195312 Penalty: 1971.485229 Iteration 9Q: 3 clusters Score -33482.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -33485.128906 Penalty: 1971.485229 Iteration 10Q: 3 clusters Score -33485.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -33487.839844 Penalty: 1971.485229 Iteration 11Q: 3 clusters Score -33487.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -33487.839844 Penalty: 1971.485229 Iteration 12F: 3 clusters Score -33487.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Entering Unmasked Estep Score: -97811.882812 Penalty: 1123.158936 Iteration 0F: 2 clusters Score -97811.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -96352.281250 Penalty: 2246.317871 Iteration 0F: 3 clusters Score -96352.28 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -96600.250000 Penalty: 2246.317871 Iteration 1F: 3 clusters Score -96600.25 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -96673.929688 Penalty: 2246.317871 Iteration 2F: 3 clusters Score -96673.93 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -96715.750000 Penalty: 2246.317871 Iteration 3Q: 3 clusters Score -96715.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -96738.367188 Penalty: 2246.317871 Iteration 4Q: 3 clusters Score -96738.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -96760.468750 Penalty: 2246.317871 Iteration 5Q: 3 clusters Score -96760.47 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -96778.937500 Penalty: 2246.317871 Iteration 6Q: 3 clusters Score -96778.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -96788.757812 Penalty: 2246.317871 Iteration 7Q: 3 clusters Score -96788.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -96799.046875 Penalty: 2246.317871 Iteration 8Q: 3 clusters Score -96799.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -96808.445312 Penalty: 2246.317871 Iteration 9Q: 3 clusters Score -96808.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -96818.187500 Penalty: 2246.317871 Iteration 10Q: 3 clusters Score -96818.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -96819.890625 Penalty: 2246.317871 Iteration 11Q: 3 clusters Score -96819.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -96822.484375 Penalty: 2246.317871 Iteration 12Q: 3 clusters Score -96822.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -96824.367188 Penalty: 2246.317871 Iteration 13Q: 3 clusters Score -96824.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -96824.515625 Penalty: 2246.317871 Iteration 14Q: 3 clusters Score -96824.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -96824.515625 Penalty: 2246.317871 Iteration 15F: 3 clusters Score -96824.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Entering Unmasked Estep Score: -168819.406250 Penalty: 1207.874756 Iteration 0F: 2 clusters Score -168819.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -166957.187500 Penalty: 2415.749512 Iteration 0F: 3 clusters Score -166957.2 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -167305.875000 Penalty: 2415.749512 Iteration 1F: 3 clusters Score -167305.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -167382.390625 Penalty: 2415.749512 Iteration 2F: 3 clusters Score -167382.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -167425.828125 Penalty: 2415.749512 Iteration 3Q: 3 clusters Score -167425.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -167463.687500 Penalty: 2415.749512 Iteration 4Q: 3 clusters Score -167463.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -167508.078125 Penalty: 2415.749512 Iteration 5Q: 3 clusters Score -167508.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -167544.718750 Penalty: 2415.749512 Iteration 6Q: 3 clusters Score -167544.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -167585.656250 Penalty: 2415.749512 Iteration 7Q: 3 clusters Score -167585.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -167627.062500 Penalty: 2415.749512 Iteration 8Q: 3 clusters Score -167627.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -167665.156250 Penalty: 2415.749512 Iteration 9Q: 3 clusters Score -167665.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -167698.078125 Penalty: 2415.749512 Iteration 10Q: 3 clusters Score -167698.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -167722.484375 Penalty: 2415.749512 Iteration 11Q: 3 clusters Score -167722.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -167743.609375 Penalty: 2415.749512 Iteration 12Q: 3 clusters Score -167743.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -167768.656250 Penalty: 2415.749512 Iteration 13Q: 3 clusters Score -167768.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -167794.843750 Penalty: 2415.749512 Iteration 14Q: 3 clusters Score -167794.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -167828.031250 Penalty: 2415.749512 Iteration 15Q: 3 clusters Score -167828 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -167865.062500 Penalty: 2415.749512 Iteration 16Q: 3 clusters Score -167865.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -167903.953125 Penalty: 2415.749512 Iteration 17Q: 3 clusters Score -167904 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -167932.328125 Penalty: 2415.749512 Iteration 18Q: 3 clusters Score -167932.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -167968.453125 Penalty: 2415.749512 Iteration 19Q: 3 clusters Score -167968.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -167992.718750 Penalty: 2415.749512 Iteration 20F: 3 clusters Score -167992.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -168007.328125 Penalty: 2415.749512 Iteration 21Q: 3 clusters Score -168007.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -168012.437500 Penalty: 2415.749512 Iteration 22Q: 3 clusters Score -168012.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -168017.093750 Penalty: 2415.749512 Iteration 23Q: 3 clusters Score -168017.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -168019.359375 Penalty: 2415.749512 Iteration 24Q: 3 clusters Score -168019.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -168023.890625 Penalty: 2415.749512 Iteration 25Q: 3 clusters Score -168023.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -168030.750000 Penalty: 2415.749512 Iteration 26Q: 3 clusters Score -168030.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -168035.343750 Penalty: 2415.749512 Iteration 27Q: 3 clusters Score -168035.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -168036.109375 Penalty: 2415.749512 Iteration 28Q: 3 clusters Score -168036.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -168036.890625 Penalty: 2415.749512 Iteration 29Q: 3 clusters Score -168036.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -168038.296875 Penalty: 2415.749512 Iteration 30Q: 3 clusters Score -168038.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -168039.562500 Penalty: 2415.749512 Iteration 31Q: 3 clusters Score -168039.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -168040.640625 Penalty: 2415.749512 Iteration 32Q: 3 clusters Score -168040.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -168040.640625 Penalty: 2415.749512 Iteration 33F: 3 clusters Score -168040.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -33484.515625 Penalty: 954.676270 Iteration 0F: 2 clusters Score -33484.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -32528.277344 Penalty: 1909.352539 Iteration 0F: 3 clusters Score -32528.28 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -32646.689453 Penalty: 1909.352539 Iteration 1F: 3 clusters Score -32646.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -32663.455078 Penalty: 1909.352539 Iteration 2Q: 3 clusters Score -32663.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -32669.232422 Penalty: 1909.352539 Iteration 3Q: 3 clusters Score -32669.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -32677.011719 Penalty: 1909.352539 Iteration 4Q: 3 clusters Score -32677.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -32677.011719 Penalty: 1909.352539 Iteration 5F: 3 clusters Score -32677.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Entering Unmasked Estep Score: -42037.195312 Penalty: 987.616882 Iteration 0F: 2 clusters Score -42037.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -41054.476562 Penalty: 1975.233765 Iteration 0F: 3 clusters Score -41054.48 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -41255.949219 Penalty: 1975.233765 Iteration 1F: 3 clusters Score -41255.95 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -41298.554688 Penalty: 1975.233765 Iteration 2F: 3 clusters Score -41298.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -41308.546875 Penalty: 1975.233765 Iteration 3Q: 3 clusters Score -41308.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -41320.687500 Penalty: 1975.233765 Iteration 4Q: 3 clusters Score -41320.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -41323.687500 Penalty: 1975.233765 Iteration 5Q: 3 clusters Score -41323.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -41326.250000 Penalty: 1975.233765 Iteration 6Q: 3 clusters Score -41326.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -41328.027344 Penalty: 1975.233765 Iteration 7Q: 3 clusters Score -41328.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -41328.027344 Penalty: 1975.233765 Iteration 8F: 3 clusters Score -41328.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -124660.968750 Penalty: 1163.889526 Iteration 0F: 2 clusters Score -124661 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 620 members Entering Unmasked Estep Score: -123025.406250 Penalty: 2327.779053 Iteration 0F: 3 clusters Score -123025.4 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -123381.679688 Penalty: 2327.779053 Iteration 1F: 3 clusters Score -123381.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -123475.234375 Penalty: 2327.779053 Iteration 2F: 3 clusters Score -123475.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -123551.601562 Penalty: 2327.779053 Iteration 3Q: 3 clusters Score -123551.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -123606.812500 Penalty: 2327.779053 Iteration 4Q: 3 clusters Score -123606.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -123664.031250 Penalty: 2327.779053 Iteration 5Q: 3 clusters Score -123664 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -123717.796875 Penalty: 2327.779053 Iteration 6Q: 3 clusters Score -123717.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -123747.750000 Penalty: 2327.779053 Iteration 7Q: 3 clusters Score -123747.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -123776.867188 Penalty: 2327.779053 Iteration 8Q: 3 clusters Score -123776.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -123798.054688 Penalty: 2327.779053 Iteration 9Q: 3 clusters Score -123798.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -123811.484375 Penalty: 2327.779053 Iteration 10Q: 3 clusters Score -123811.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -123825.726562 Penalty: 2327.779053 Iteration 11Q: 3 clusters Score -123825.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -123842.007812 Penalty: 2327.779053 Iteration 12Q: 3 clusters Score -123842 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -123863.093750 Penalty: 2327.779053 Iteration 13Q: 3 clusters Score -123863.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -123877.242188 Penalty: 2327.779053 Iteration 14Q: 3 clusters Score -123877.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -123891.429688 Penalty: 2327.779053 Iteration 15Q: 3 clusters Score -123891.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -123910.890625 Penalty: 2327.779053 Iteration 16Q: 3 clusters Score -123910.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -123927.171875 Penalty: 2327.779053 Iteration 17Q: 3 clusters Score -123927.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -123938.781250 Penalty: 2327.779053 Iteration 18Q: 3 clusters Score -123938.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -123944.710938 Penalty: 2327.779053 Iteration 19Q: 3 clusters Score -123944.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -123948.000000 Penalty: 2327.779053 Iteration 20F: 3 clusters Score -123948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -123949.781250 Penalty: 2327.779053 Iteration 21Q: 3 clusters Score -123949.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -123951.171875 Penalty: 2327.779053 Iteration 22Q: 3 clusters Score -123951.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -123951.601562 Penalty: 2327.779053 Iteration 23Q: 3 clusters Score -123951.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -123952.171875 Penalty: 2327.779053 Iteration 24Q: 3 clusters Score -123952.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -123952.171875 Penalty: 2327.779053 Iteration 25F: 3 clusters Score -123952.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Entering Unmasked Estep Score: -108210.507812 Penalty: 1139.615112 Iteration 0F: 2 clusters Score -108210.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -106680.679688 Penalty: 2279.230225 Iteration 0F: 3 clusters Score -106680.7 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -106974.648438 Penalty: 2279.230225 Iteration 1F: 3 clusters Score -106974.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -107040.007812 Penalty: 2279.230225 Iteration 2F: 3 clusters Score -107040 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -107071.734375 Penalty: 2279.230225 Iteration 3Q: 3 clusters Score -107071.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -107085.437500 Penalty: 2279.230225 Iteration 4Q: 3 clusters Score -107085.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -107094.257812 Penalty: 2279.230225 Iteration 5Q: 3 clusters Score -107094.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -107097.000000 Penalty: 2279.230225 Iteration 6Q: 3 clusters Score -107097 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -107102.382812 Penalty: 2279.230225 Iteration 7Q: 3 clusters Score -107102.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -107106.195312 Penalty: 2279.230225 Iteration 8Q: 3 clusters Score -107106.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -107112.664062 Penalty: 2279.230225 Iteration 9Q: 3 clusters Score -107112.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -107118.507812 Penalty: 2279.230225 Iteration 10Q: 3 clusters Score -107118.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -107119.992188 Penalty: 2279.230225 Iteration 11Q: 3 clusters Score -107120 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -107120.921875 Penalty: 2279.230225 Iteration 12Q: 3 clusters Score -107120.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -107122.265625 Penalty: 2279.230225 Iteration 13Q: 3 clusters Score -107122.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -107122.882812 Penalty: 2279.230225 Iteration 14Q: 3 clusters Score -107122.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -107123.148438 Penalty: 2279.230225 Iteration 15Q: 3 clusters Score -107123.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -107123.296875 Penalty: 2279.230225 Iteration 16Q: 3 clusters Score -107123.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -107123.953125 Penalty: 2279.230225 Iteration 17Q: 3 clusters Score -107124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -107123.953125 Penalty: 2279.230225 Iteration 18F: 3 clusters Score -107124 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Entering Unmasked Estep Score: -619696.625000 Penalty: 1424.386963 Iteration 0F: 2 clusters Score -619696.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -614842.250000 Penalty: 2848.773926 Iteration 0F: 3 clusters Score -614842.2 nChanged 2673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -616485.500000 Penalty: 2848.773926 Iteration 1F: 3 clusters Score -616485.5 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -617002.437500 Penalty: 2848.773926 Iteration 2F: 3 clusters Score -617002.4 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -617677.500000 Penalty: 2848.773926 Iteration 3F: 3 clusters Score -617677.5 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -618297.187500 Penalty: 2848.773926 Iteration 4F: 3 clusters Score -618297.2 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -618719.750000 Penalty: 2848.773926 Iteration 5F: 3 clusters Score -618719.8 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -618956.062500 Penalty: 2848.773926 Iteration 6F: 3 clusters Score -618956.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -619056.750000 Penalty: 2848.773926 Iteration 7Q: 3 clusters Score -619056.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -619101.250000 Penalty: 2848.773926 Iteration 8Q: 3 clusters Score -619101.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -619128.187500 Penalty: 2848.773926 Iteration 9Q: 3 clusters Score -619128.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -619148.562500 Penalty: 2848.773926 Iteration 10Q: 3 clusters Score -619148.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -619161.937500 Penalty: 2848.773926 Iteration 11Q: 3 clusters Score -619161.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -619175.000000 Penalty: 2848.773926 Iteration 12Q: 3 clusters Score -619175 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -619189.250000 Penalty: 2848.773926 Iteration 13Q: 3 clusters Score -619189.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -619209.625000 Penalty: 2848.773926 Iteration 14Q: 3 clusters Score -619209.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -619237.625000 Penalty: 2848.773926 Iteration 15Q: 3 clusters Score -619237.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -619267.562500 Penalty: 2848.773926 Iteration 16Q: 3 clusters Score -619267.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -619321.562500 Penalty: 2848.773926 Iteration 17Q: 3 clusters Score -619321.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -619398.812500 Penalty: 2848.773926 Iteration 18Q: 3 clusters Score -619398.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -619514.000000 Penalty: 2848.773926 Iteration 19Q: 3 clusters Score -619514 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -619652.312500 Penalty: 2848.773926 Iteration 20F: 3 clusters Score -619652.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -619745.937500 Penalty: 2848.773926 Iteration 21Q: 3 clusters Score -619745.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -619772.125000 Penalty: 2848.773926 Iteration 22Q: 3 clusters Score -619772.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -619787.500000 Penalty: 2848.773926 Iteration 23Q: 3 clusters Score -619787.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -619792.687500 Penalty: 2848.773926 Iteration 24Q: 3 clusters Score -619792.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -619798.000000 Penalty: 2848.773926 Iteration 25Q: 3 clusters Score -619798 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -619800.312500 Penalty: 2848.773926 Iteration 26Q: 3 clusters Score -619800.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -619800.500000 Penalty: 2848.773926 Iteration 27Q: 3 clusters Score -619800.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -619802.250000 Penalty: 2848.773926 Iteration 28Q: 3 clusters Score -619802.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -619804.437500 Penalty: 2848.773926 Iteration 29Q: 3 clusters Score -619804.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -619805.625000 Penalty: 2848.773926 Iteration 30Q: 3 clusters Score -619805.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -619807.062500 Penalty: 2848.773926 Iteration 31Q: 3 clusters Score -619807.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -619807.000000 Penalty: 2848.773926 Iteration 32Q: 3 clusters Score -619807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -619810.187500 Penalty: 2848.773926 Iteration 33Q: 3 clusters Score -619810.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -619811.000000 Penalty: 2848.773926 Iteration 34Q: 3 clusters Score -619811 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -619814.437500 Penalty: 2848.773926 Iteration 35Q: 3 clusters Score -619814.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -619817.437500 Penalty: 2848.773926 Iteration 36Q: 3 clusters Score -619817.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -619817.562500 Penalty: 2848.773926 Iteration 37Q: 3 clusters Score -619817.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -619818.250000 Penalty: 2848.773926 Iteration 38Q: 3 clusters Score -619818.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -619818.750000 Penalty: 2848.773926 Iteration 39Q: 3 clusters Score -619818.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -619820.625000 Penalty: 2848.773926 Iteration 40F: 3 clusters Score -619820.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -619820.812500 Penalty: 2848.773926 Iteration 41Q: 3 clusters Score -619820.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -619822.000000 Penalty: 2848.773926 Iteration 42Q: 3 clusters Score -619822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -619822.875000 Penalty: 2848.773926 Iteration 43Q: 3 clusters Score -619822.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -619822.875000 Penalty: 2848.773926 Iteration 44F: 3 clusters Score -619822.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8528 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 824 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1004 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1111 members Mstep: Class 25 contains 3876 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1395 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 1895 members Mstep: Class 36 contains 2533 members Entering Unmasked Estep Score: -8176981.500000 Penalty: 66583.812500 Splitting cluster 25 changes total score from -8177224.500000 to -8176981.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 26 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -71138.445312 Penalty: 1071.369751 Iteration 0F: 2 clusters Score -71138.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -69866.843750 Penalty: 2142.739502 Iteration 0F: 3 clusters Score -69866.84 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -70079.406250 Penalty: 2142.739502 Iteration 1F: 3 clusters Score -70079.41 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -70130.507812 Penalty: 2142.739502 Iteration 2F: 3 clusters Score -70130.51 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -70183.453125 Penalty: 2142.739502 Iteration 3Q: 3 clusters Score -70183.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -70213.007812 Penalty: 2142.739502 Iteration 4Q: 3 clusters Score -70213.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -70251.265625 Penalty: 2142.739502 Iteration 5Q: 3 clusters Score -70251.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -70299.632812 Penalty: 2142.739502 Iteration 6Q: 3 clusters Score -70299.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -70332.093750 Penalty: 2142.739502 Iteration 7Q: 3 clusters Score -70332.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -70365.101562 Penalty: 2142.739502 Iteration 8Q: 3 clusters Score -70365.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -70378.101562 Penalty: 2142.739502 Iteration 9Q: 3 clusters Score -70378.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -70391.335938 Penalty: 2142.739502 Iteration 10Q: 3 clusters Score -70391.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -70403.328125 Penalty: 2142.739502 Iteration 11Q: 3 clusters Score -70403.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -70410.320312 Penalty: 2142.739502 Iteration 12Q: 3 clusters Score -70410.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -70418.960938 Penalty: 2142.739502 Iteration 13Q: 3 clusters Score -70418.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -70424.914062 Penalty: 2142.739502 Iteration 14Q: 3 clusters Score -70424.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -70430.312500 Penalty: 2142.739502 Iteration 15Q: 3 clusters Score -70430.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -70435.578125 Penalty: 2142.739502 Iteration 16Q: 3 clusters Score -70435.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -70440.984375 Penalty: 2142.739502 Iteration 17Q: 3 clusters Score -70440.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -70451.796875 Penalty: 2142.739502 Iteration 18Q: 3 clusters Score -70451.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -70463.546875 Penalty: 2142.739502 Iteration 19Q: 3 clusters Score -70463.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -70477.273438 Penalty: 2142.739502 Iteration 20F: 3 clusters Score -70477.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -70486.796875 Penalty: 2142.739502 Iteration 21Q: 3 clusters Score -70486.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -70503.007812 Penalty: 2142.739502 Iteration 22Q: 3 clusters Score -70503.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -70518.398438 Penalty: 2142.739502 Iteration 23Q: 3 clusters Score -70518.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -70530.804688 Penalty: 2142.739502 Iteration 24Q: 3 clusters Score -70530.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -70540.039062 Penalty: 2142.739502 Iteration 25Q: 3 clusters Score -70540.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -70549.992188 Penalty: 2142.739502 Iteration 26Q: 3 clusters Score -70549.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -70558.046875 Penalty: 2142.739502 Iteration 27Q: 3 clusters Score -70558.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -70575.492188 Penalty: 2142.739502 Iteration 28Q: 3 clusters Score -70575.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -70595.031250 Penalty: 2142.739502 Iteration 29Q: 3 clusters Score -70595.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -70611.585938 Penalty: 2142.739502 Iteration 30Q: 3 clusters Score -70611.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -70616.218750 Penalty: 2142.739502 Iteration 31Q: 3 clusters Score -70616.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -70625.500000 Penalty: 2142.739502 Iteration 32Q: 3 clusters Score -70625.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -70636.242188 Penalty: 2142.739502 Iteration 33Q: 3 clusters Score -70636.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70638.343750 Penalty: 2142.739502 Iteration 34Q: 3 clusters Score -70638.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70638.343750 Penalty: 2142.739502 Iteration 35F: 3 clusters Score -70638.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Entering Unmasked Estep Score: -190017.140625 Penalty: 1240.658325 Iteration 0F: 2 clusters Score -190017.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -187900.312500 Penalty: 2481.316650 Iteration 0F: 3 clusters Score -187900.3 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -188364.421875 Penalty: 2481.316650 Iteration 1F: 3 clusters Score -188364.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -188511.328125 Penalty: 2481.316650 Iteration 2F: 3 clusters Score -188511.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -188663.156250 Penalty: 2481.316650 Iteration 3F: 3 clusters Score -188663.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -188766.703125 Penalty: 2481.316650 Iteration 4F: 3 clusters Score -188766.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -188822.453125 Penalty: 2481.316650 Iteration 5Q: 3 clusters Score -188822.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -188863.671875 Penalty: 2481.316650 Iteration 6Q: 3 clusters Score -188863.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -188894.515625 Penalty: 2481.316650 Iteration 7Q: 3 clusters Score -188894.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -188932.437500 Penalty: 2481.316650 Iteration 8Q: 3 clusters Score -188932.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -188957.406250 Penalty: 2481.316650 Iteration 9Q: 3 clusters Score -188957.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -188985.609375 Penalty: 2481.316650 Iteration 10Q: 3 clusters Score -188985.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -189014.406250 Penalty: 2481.316650 Iteration 11Q: 3 clusters Score -189014.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -189041.953125 Penalty: 2481.316650 Iteration 12Q: 3 clusters Score -189042 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -189075.796875 Penalty: 2481.316650 Iteration 13Q: 3 clusters Score -189075.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -189109.453125 Penalty: 2481.316650 Iteration 14Q: 3 clusters Score -189109.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -189147.203125 Penalty: 2481.316650 Iteration 15Q: 3 clusters Score -189147.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -189175.125000 Penalty: 2481.316650 Iteration 16Q: 3 clusters Score -189175.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -189205.390625 Penalty: 2481.316650 Iteration 17Q: 3 clusters Score -189205.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -189232.093750 Penalty: 2481.316650 Iteration 18Q: 3 clusters Score -189232.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -189251.000000 Penalty: 2481.316650 Iteration 19Q: 3 clusters Score -189251 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -189265.609375 Penalty: 2481.316650 Iteration 20F: 3 clusters Score -189265.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -189276.843750 Penalty: 2481.316650 Iteration 21Q: 3 clusters Score -189276.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -189281.562500 Penalty: 2481.316650 Iteration 22Q: 3 clusters Score -189281.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -189282.687500 Penalty: 2481.316650 Iteration 23Q: 3 clusters Score -189282.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -189285.546875 Penalty: 2481.316650 Iteration 24Q: 3 clusters Score -189285.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -189288.484375 Penalty: 2481.316650 Iteration 25Q: 3 clusters Score -189288.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -189289.984375 Penalty: 2481.316650 Iteration 26Q: 3 clusters Score -189290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -189291.375000 Penalty: 2481.316650 Iteration 27Q: 3 clusters Score -189291.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -189291.343750 Penalty: 2481.316650 Iteration 28Q: 3 clusters Score -189291.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -189291.859375 Penalty: 2481.316650 Iteration 29Q: 3 clusters Score -189291.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -189291.859375 Penalty: 2481.316650 Iteration 30F: 3 clusters Score -189291.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Entering Unmasked Estep Score: -122554.804688 Penalty: 1162.116333 Iteration 0F: 2 clusters Score -122554.8 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 643 members Entering Unmasked Estep Score: -120960.726562 Penalty: 2324.232666 Iteration 0F: 3 clusters Score -120960.7 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -121249.039062 Penalty: 2324.232666 Iteration 1F: 3 clusters Score -121249 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -121319.226562 Penalty: 2324.232666 Iteration 2F: 3 clusters Score -121319.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -121352.210938 Penalty: 2324.232666 Iteration 3Q: 3 clusters Score -121352.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -121366.593750 Penalty: 2324.232666 Iteration 4Q: 3 clusters Score -121366.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -121375.250000 Penalty: 2324.232666 Iteration 5Q: 3 clusters Score -121375.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -121385.398438 Penalty: 2324.232666 Iteration 6Q: 3 clusters Score -121385.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -121397.109375 Penalty: 2324.232666 Iteration 7Q: 3 clusters Score -121397.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -121406.781250 Penalty: 2324.232666 Iteration 8Q: 3 clusters Score -121406.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -121416.101562 Penalty: 2324.232666 Iteration 9Q: 3 clusters Score -121416.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -121424.117188 Penalty: 2324.232666 Iteration 10Q: 3 clusters Score -121424.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -121430.117188 Penalty: 2324.232666 Iteration 11Q: 3 clusters Score -121430.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -121434.664062 Penalty: 2324.232666 Iteration 12Q: 3 clusters Score -121434.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -121441.179688 Penalty: 2324.232666 Iteration 13Q: 3 clusters Score -121441.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -121451.523438 Penalty: 2324.232666 Iteration 14Q: 3 clusters Score -121451.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -121462.656250 Penalty: 2324.232666 Iteration 15Q: 3 clusters Score -121462.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -121474.945312 Penalty: 2324.232666 Iteration 16Q: 3 clusters Score -121474.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -121487.320312 Penalty: 2324.232666 Iteration 17Q: 3 clusters Score -121487.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -121510.539062 Penalty: 2324.232666 Iteration 18Q: 3 clusters Score -121510.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -121545.250000 Penalty: 2324.232666 Iteration 19Q: 3 clusters Score -121545.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -121616.671875 Penalty: 2324.232666 Iteration 20F: 3 clusters Score -121616.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -121677.382812 Penalty: 2324.232666 Iteration 21Q: 3 clusters Score -121677.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -121740.875000 Penalty: 2324.232666 Iteration 22Q: 3 clusters Score -121740.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -121790.484375 Penalty: 2324.232666 Iteration 23Q: 3 clusters Score -121790.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -121860.648438 Penalty: 2324.232666 Iteration 24Q: 3 clusters Score -121860.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -121935.375000 Penalty: 2324.232666 Iteration 25Q: 3 clusters Score -121935.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -121991.859375 Penalty: 2324.232666 Iteration 26Q: 3 clusters Score -121991.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -122041.890625 Penalty: 2324.232666 Iteration 27Q: 3 clusters Score -122041.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -122082.765625 Penalty: 2324.232666 Iteration 28Q: 3 clusters Score -122082.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -122114.945312 Penalty: 2324.232666 Iteration 29Q: 3 clusters Score -122114.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -122146.164062 Penalty: 2324.232666 Iteration 30Q: 3 clusters Score -122146.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -122180.148438 Penalty: 2324.232666 Iteration 31Q: 3 clusters Score -122180.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -122210.835938 Penalty: 2324.232666 Iteration 32Q: 3 clusters Score -122210.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -122226.296875 Penalty: 2324.232666 Iteration 33Q: 3 clusters Score -122226.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -122240.828125 Penalty: 2324.232666 Iteration 34Q: 3 clusters Score -122240.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -122250.367188 Penalty: 2324.232666 Iteration 35Q: 3 clusters Score -122250.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -122253.515625 Penalty: 2324.232666 Iteration 36Q: 3 clusters Score -122253.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -122254.437500 Penalty: 2324.232666 Iteration 37Q: 3 clusters Score -122254.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -122255.765625 Penalty: 2324.232666 Iteration 38Q: 3 clusters Score -122255.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -122257.882812 Penalty: 2324.232666 Iteration 39F: 3 clusters Score -122257.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -122258.992188 Penalty: 2324.232666 Iteration 40F: 3 clusters Score -122259 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -122259.960938 Penalty: 2324.232666 Iteration 41Q: 3 clusters Score -122260 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -122260.671875 Penalty: 2324.232666 Iteration 42Q: 3 clusters Score -122260.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -122261.101562 Penalty: 2324.232666 Iteration 43Q: 3 clusters Score -122261.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -122261.101562 Penalty: 2324.232666 Iteration 44F: 3 clusters Score -122261.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Entering Unmasked Estep Score: -177489.937500 Penalty: 1214.834717 Iteration 0F: 2 clusters Score -177489.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -175582.406250 Penalty: 2429.669434 Iteration 0F: 3 clusters Score -175582.4 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -176103.140625 Penalty: 2429.669434 Iteration 1F: 3 clusters Score -176103.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -176243.953125 Penalty: 2429.669434 Iteration 2F: 3 clusters Score -176244 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -176390.953125 Penalty: 2429.669434 Iteration 3F: 3 clusters Score -176391 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -176621.828125 Penalty: 2429.669434 Iteration 4F: 3 clusters Score -176621.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -176767.000000 Penalty: 2429.669434 Iteration 5Q: 3 clusters Score -176767 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -176827.968750 Penalty: 2429.669434 Iteration 6Q: 3 clusters Score -176828 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -176874.218750 Penalty: 2429.669434 Iteration 7Q: 3 clusters Score -176874.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -176911.031250 Penalty: 2429.669434 Iteration 8Q: 3 clusters Score -176911 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -176940.875000 Penalty: 2429.669434 Iteration 9Q: 3 clusters Score -176940.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -176968.015625 Penalty: 2429.669434 Iteration 10Q: 3 clusters Score -176968 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -176983.828125 Penalty: 2429.669434 Iteration 11Q: 3 clusters Score -176983.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -176993.375000 Penalty: 2429.669434 Iteration 12Q: 3 clusters Score -176993.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -176999.937500 Penalty: 2429.669434 Iteration 13Q: 3 clusters Score -176999.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -177003.937500 Penalty: 2429.669434 Iteration 14Q: 3 clusters Score -177003.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -177007.843750 Penalty: 2429.669434 Iteration 15Q: 3 clusters Score -177007.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -177010.921875 Penalty: 2429.669434 Iteration 16Q: 3 clusters Score -177010.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -177016.625000 Penalty: 2429.669434 Iteration 17Q: 3 clusters Score -177016.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -177018.671875 Penalty: 2429.669434 Iteration 18Q: 3 clusters Score -177018.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -177020.390625 Penalty: 2429.669434 Iteration 19Q: 3 clusters Score -177020.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -177021.390625 Penalty: 2429.669434 Iteration 20F: 3 clusters Score -177021.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -177022.187500 Penalty: 2429.669434 Iteration 21Q: 3 clusters Score -177022.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -177023.156250 Penalty: 2429.669434 Iteration 22Q: 3 clusters Score -177023.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -177024.640625 Penalty: 2429.669434 Iteration 23Q: 3 clusters Score -177024.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -177026.687500 Penalty: 2429.669434 Iteration 24Q: 3 clusters Score -177026.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -177027.312500 Penalty: 2429.669434 Iteration 25Q: 3 clusters Score -177027.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -177027.640625 Penalty: 2429.669434 Iteration 26Q: 3 clusters Score -177027.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -177028.750000 Penalty: 2429.669434 Iteration 27Q: 3 clusters Score -177028.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -177028.734375 Penalty: 2429.669434 Iteration 28Q: 3 clusters Score -177028.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -177029.500000 Penalty: 2429.669434 Iteration 29Q: 3 clusters Score -177029.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -177029.500000 Penalty: 2429.669434 Iteration 30F: 3 clusters Score -177029.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -79534.679688 Penalty: 1089.268066 Iteration 0F: 2 clusters Score -79534.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -78226.328125 Penalty: 2178.536133 Iteration 0F: 3 clusters Score -78226.33 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -78579.578125 Penalty: 2178.536133 Iteration 1F: 3 clusters Score -78579.58 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -78792.734375 Penalty: 2178.536133 Iteration 2F: 3 clusters Score -78792.73 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -78970.742188 Penalty: 2178.536133 Iteration 3F: 3 clusters Score -78970.74 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -79155.890625 Penalty: 2178.536133 Iteration 4F: 3 clusters Score -79155.89 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79245.078125 Penalty: 2178.536133 Iteration 5Q: 3 clusters Score -79245.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -79278.445312 Penalty: 2178.536133 Iteration 6Q: 3 clusters Score -79278.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -79305.218750 Penalty: 2178.536133 Iteration 7Q: 3 clusters Score -79305.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -79322.476562 Penalty: 2178.536133 Iteration 8Q: 3 clusters Score -79322.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -79341.679688 Penalty: 2178.536133 Iteration 9Q: 3 clusters Score -79341.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -79351.195312 Penalty: 2178.536133 Iteration 10Q: 3 clusters Score -79351.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79356.265625 Penalty: 2178.536133 Iteration 11Q: 3 clusters Score -79356.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79362.500000 Penalty: 2178.536133 Iteration 12Q: 3 clusters Score -79362.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79368.875000 Penalty: 2178.536133 Iteration 13Q: 3 clusters Score -79368.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -79374.851562 Penalty: 2178.536133 Iteration 14Q: 3 clusters Score -79374.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -79380.664062 Penalty: 2178.536133 Iteration 15Q: 3 clusters Score -79380.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79382.984375 Penalty: 2178.536133 Iteration 16Q: 3 clusters Score -79382.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -79384.750000 Penalty: 2178.536133 Iteration 17Q: 3 clusters Score -79384.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -79388.101562 Penalty: 2178.536133 Iteration 18Q: 3 clusters Score -79388.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -79393.015625 Penalty: 2178.536133 Iteration 19F: 3 clusters Score -79393.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79411.000000 Penalty: 2178.536133 Iteration 20F: 3 clusters Score -79411 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79412.265625 Penalty: 2178.536133 Iteration 21Q: 3 clusters Score -79412.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79412.265625 Penalty: 2178.536133 Iteration 22F: 3 clusters Score -79412.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (7881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Entering Unmasked Estep Score: -779648.812500 Penalty: 1457.984131 Iteration 0F: 2 clusters Score -779648.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -773810.312500 Penalty: 2915.968262 Iteration 0F: 3 clusters Score -773810.3 nChanged 3370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -775771.312500 Penalty: 2915.968262 Iteration 1F: 3 clusters Score -775771.3 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -776083.625000 Penalty: 2915.968262 Iteration 2F: 3 clusters Score -776083.6 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -776361.375000 Penalty: 2915.968262 Iteration 3F: 3 clusters Score -776361.4 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -776638.312500 Penalty: 2915.968262 Iteration 4F: 3 clusters Score -776638.3 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -776949.937500 Penalty: 2915.968262 Iteration 5F: 3 clusters Score -776949.9 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -777245.812500 Penalty: 2915.968262 Iteration 6F: 3 clusters Score -777245.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -777516.125000 Penalty: 2915.968262 Iteration 7Q: 3 clusters Score -777516.1 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -777758.062500 Penalty: 2915.968262 Iteration 8Q: 3 clusters Score -777758.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -777943.000000 Penalty: 2915.968262 Iteration 9Q: 3 clusters Score -777943 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -778083.812500 Penalty: 2915.968262 Iteration 10Q: 3 clusters Score -778083.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -778177.062500 Penalty: 2915.968262 Iteration 11Q: 3 clusters Score -778177.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -778260.125000 Penalty: 2915.968262 Iteration 12Q: 3 clusters Score -778260.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -778322.625000 Penalty: 2915.968262 Iteration 13Q: 3 clusters Score -778322.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -778365.437500 Penalty: 2915.968262 Iteration 14Q: 3 clusters Score -778365.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -778391.062500 Penalty: 2915.968262 Iteration 15Q: 3 clusters Score -778391.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -778410.000000 Penalty: 2915.968262 Iteration 16Q: 3 clusters Score -778410 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -778422.187500 Penalty: 2915.968262 Iteration 17Q: 3 clusters Score -778422.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -778426.000000 Penalty: 2915.968262 Iteration 18Q: 3 clusters Score -778426 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -778430.562500 Penalty: 2915.968262 Iteration 19Q: 3 clusters Score -778430.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -778436.500000 Penalty: 2915.968262 Iteration 20F: 3 clusters Score -778436.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -778439.000000 Penalty: 2915.968262 Iteration 21Q: 3 clusters Score -778439 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -778448.812500 Penalty: 2915.968262 Iteration 22Q: 3 clusters Score -778448.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -778456.500000 Penalty: 2915.968262 Iteration 23Q: 3 clusters Score -778456.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -778462.062500 Penalty: 2915.968262 Iteration 24Q: 3 clusters Score -778462.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -778467.625000 Penalty: 2915.968262 Iteration 25Q: 3 clusters Score -778467.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -778471.687500 Penalty: 2915.968262 Iteration 26Q: 3 clusters Score -778471.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -778474.375000 Penalty: 2915.968262 Iteration 27Q: 3 clusters Score -778474.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -778476.062500 Penalty: 2915.968262 Iteration 28Q: 3 clusters Score -778476.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -778480.250000 Penalty: 2915.968262 Iteration 29Q: 3 clusters Score -778480.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -778481.562500 Penalty: 2915.968262 Iteration 30Q: 3 clusters Score -778481.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -778480.687500 Penalty: 2915.968262 Iteration 31Q: 3 clusters Score -778480.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -778483.375000 Penalty: 2915.968262 Iteration 32Q: 3 clusters Score -778483.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -778488.125000 Penalty: 2915.968262 Iteration 33Q: 3 clusters Score -778488.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -778491.687500 Penalty: 2915.968262 Iteration 34Q: 3 clusters Score -778491.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -778493.750000 Penalty: 2915.968262 Iteration 35Q: 3 clusters Score -778493.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -778493.750000 Penalty: 2915.968262 Iteration 36F: 3 clusters Score -778493.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -61010.187500 Penalty: 1040.041870 Iteration 0F: 2 clusters Score -61010.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -59871.472656 Penalty: 2080.083740 Iteration 0F: 3 clusters Score -59871.47 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -60028.910156 Penalty: 2080.083740 Iteration 1F: 3 clusters Score -60028.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -60075.390625 Penalty: 2080.083740 Iteration 2Q: 3 clusters Score -60075.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -60092.363281 Penalty: 2080.083740 Iteration 3Q: 3 clusters Score -60092.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -60109.421875 Penalty: 2080.083740 Iteration 4Q: 3 clusters Score -60109.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -60122.039062 Penalty: 2080.083740 Iteration 5Q: 3 clusters Score -60122.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -60135.375000 Penalty: 2080.083740 Iteration 6Q: 3 clusters Score -60135.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -60143.257812 Penalty: 2080.083740 Iteration 7Q: 3 clusters Score -60143.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -60150.468750 Penalty: 2080.083740 Iteration 8Q: 3 clusters Score -60150.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -60158.406250 Penalty: 2080.083740 Iteration 9Q: 3 clusters Score -60158.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -60161.429688 Penalty: 2080.083740 Iteration 10Q: 3 clusters Score -60161.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -60170.125000 Penalty: 2080.083740 Iteration 11Q: 3 clusters Score -60170.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -60202.570312 Penalty: 2080.083740 Iteration 12Q: 3 clusters Score -60202.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -60236.929688 Penalty: 2080.083740 Iteration 13Q: 3 clusters Score -60236.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -60267.757812 Penalty: 2080.083740 Iteration 14Q: 3 clusters Score -60267.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -60314.296875 Penalty: 2080.083740 Iteration 15Q: 3 clusters Score -60314.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -60384.699219 Penalty: 2080.083740 Iteration 16Q: 3 clusters Score -60384.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60418.578125 Penalty: 2080.083740 Iteration 17Q: 3 clusters Score -60418.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -60435.207031 Penalty: 2080.083740 Iteration 18Q: 3 clusters Score -60435.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -60442.136719 Penalty: 2080.083740 Iteration 19Q: 3 clusters Score -60442.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -60447.140625 Penalty: 2080.083740 Iteration 20F: 3 clusters Score -60447.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -60450.863281 Penalty: 2080.083740 Iteration 21Q: 3 clusters Score -60450.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -60450.863281 Penalty: 2080.083740 Iteration 22F: 3 clusters Score -60450.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Entering Unmasked Estep Score: -138503.531250 Penalty: 1176.605591 Iteration 0F: 2 clusters Score -138503.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -136788.203125 Penalty: 2353.211182 Iteration 0F: 3 clusters Score -136788.2 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -137125.906250 Penalty: 2353.211182 Iteration 1F: 3 clusters Score -137125.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -137225.140625 Penalty: 2353.211182 Iteration 2F: 3 clusters Score -137225.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -137273.390625 Penalty: 2353.211182 Iteration 3Q: 3 clusters Score -137273.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -137305.531250 Penalty: 2353.211182 Iteration 4Q: 3 clusters Score -137305.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -137336.234375 Penalty: 2353.211182 Iteration 5Q: 3 clusters Score -137336.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -137358.000000 Penalty: 2353.211182 Iteration 6Q: 3 clusters Score -137358 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -137378.625000 Penalty: 2353.211182 Iteration 7Q: 3 clusters Score -137378.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -137394.359375 Penalty: 2353.211182 Iteration 8Q: 3 clusters Score -137394.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -137404.765625 Penalty: 2353.211182 Iteration 9Q: 3 clusters Score -137404.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -137410.109375 Penalty: 2353.211182 Iteration 10Q: 3 clusters Score -137410.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -137415.312500 Penalty: 2353.211182 Iteration 11Q: 3 clusters Score -137415.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -137417.421875 Penalty: 2353.211182 Iteration 12Q: 3 clusters Score -137417.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -137419.578125 Penalty: 2353.211182 Iteration 13Q: 3 clusters Score -137419.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -137422.343750 Penalty: 2353.211182 Iteration 14Q: 3 clusters Score -137422.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -137423.171875 Penalty: 2353.211182 Iteration 15Q: 3 clusters Score -137423.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -137423.171875 Penalty: 2353.211182 Iteration 16F: 3 clusters Score -137423.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Entering Unmasked Estep Score: -114278.585938 Penalty: 1151.866455 Iteration 0F: 2 clusters Score -114278.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -112733.039062 Penalty: 2303.732910 Iteration 0F: 3 clusters Score -112733 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -113038.898438 Penalty: 2303.732910 Iteration 1F: 3 clusters Score -113038.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -113116.875000 Penalty: 2303.732910 Iteration 2F: 3 clusters Score -113116.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -113160.437500 Penalty: 2303.732910 Iteration 3Q: 3 clusters Score -113160.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -113200.679688 Penalty: 2303.732910 Iteration 4Q: 3 clusters Score -113200.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -113230.687500 Penalty: 2303.732910 Iteration 5Q: 3 clusters Score -113230.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -113258.945312 Penalty: 2303.732910 Iteration 6Q: 3 clusters Score -113258.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -113278.921875 Penalty: 2303.732910 Iteration 7Q: 3 clusters Score -113278.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -113288.953125 Penalty: 2303.732910 Iteration 8Q: 3 clusters Score -113289 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -113304.882812 Penalty: 2303.732910 Iteration 9Q: 3 clusters Score -113304.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -113318.570312 Penalty: 2303.732910 Iteration 10Q: 3 clusters Score -113318.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -113330.914062 Penalty: 2303.732910 Iteration 11Q: 3 clusters Score -113330.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -113342.820312 Penalty: 2303.732910 Iteration 12Q: 3 clusters Score -113342.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -113352.023438 Penalty: 2303.732910 Iteration 13Q: 3 clusters Score -113352 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -113363.156250 Penalty: 2303.732910 Iteration 14Q: 3 clusters Score -113363.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -113370.851562 Penalty: 2303.732910 Iteration 15Q: 3 clusters Score -113370.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -113374.445312 Penalty: 2303.732910 Iteration 16Q: 3 clusters Score -113374.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -113376.601562 Penalty: 2303.732910 Iteration 17Q: 3 clusters Score -113376.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -113381.703125 Penalty: 2303.732910 Iteration 18Q: 3 clusters Score -113381.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -113383.117188 Penalty: 2303.732910 Iteration 19Q: 3 clusters Score -113383.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -113385.742188 Penalty: 2303.732910 Iteration 20F: 3 clusters Score -113385.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -113387.734375 Penalty: 2303.732910 Iteration 21Q: 3 clusters Score -113387.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -113388.156250 Penalty: 2303.732910 Iteration 22Q: 3 clusters Score -113388.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -113388.875000 Penalty: 2303.732910 Iteration 23Q: 3 clusters Score -113388.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -113390.046875 Penalty: 2303.732910 Iteration 24Q: 3 clusters Score -113390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -113390.046875 Penalty: 2303.732910 Iteration 25F: 3 clusters Score -113390 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Entering Unmasked Estep Score: -186283.796875 Penalty: 1226.383301 Iteration 0F: 2 clusters Score -186283.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -184278.250000 Penalty: 2452.766602 Iteration 0F: 3 clusters Score -184278.2 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -184667.218750 Penalty: 2452.766602 Iteration 1F: 3 clusters Score -184667.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -184780.140625 Penalty: 2452.766602 Iteration 2F: 3 clusters Score -184780.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -184851.062500 Penalty: 2452.766602 Iteration 3Q: 3 clusters Score -184851.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -184913.546875 Penalty: 2452.766602 Iteration 4Q: 3 clusters Score -184913.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -184966.546875 Penalty: 2452.766602 Iteration 5Q: 3 clusters Score -184966.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -184999.031250 Penalty: 2452.766602 Iteration 6Q: 3 clusters Score -184999 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -185022.515625 Penalty: 2452.766602 Iteration 7Q: 3 clusters Score -185022.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -185037.953125 Penalty: 2452.766602 Iteration 8Q: 3 clusters Score -185038 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -185054.562500 Penalty: 2452.766602 Iteration 9Q: 3 clusters Score -185054.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -185071.062500 Penalty: 2452.766602 Iteration 10Q: 3 clusters Score -185071.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -185084.125000 Penalty: 2452.766602 Iteration 11Q: 3 clusters Score -185084.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -185096.015625 Penalty: 2452.766602 Iteration 12Q: 3 clusters Score -185096 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -185108.171875 Penalty: 2452.766602 Iteration 13Q: 3 clusters Score -185108.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -185124.281250 Penalty: 2452.766602 Iteration 14Q: 3 clusters Score -185124.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -185142.046875 Penalty: 2452.766602 Iteration 15Q: 3 clusters Score -185142 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -185168.250000 Penalty: 2452.766602 Iteration 16Q: 3 clusters Score -185168.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -185191.953125 Penalty: 2452.766602 Iteration 17Q: 3 clusters Score -185192 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -185227.234375 Penalty: 2452.766602 Iteration 18Q: 3 clusters Score -185227.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -185284.328125 Penalty: 2452.766602 Iteration 19Q: 3 clusters Score -185284.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -185375.921875 Penalty: 2452.766602 Iteration 20F: 3 clusters Score -185375.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -185515.031250 Penalty: 2452.766602 Iteration 21Q: 3 clusters Score -185515 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -185601.000000 Penalty: 2452.766602 Iteration 22Q: 3 clusters Score -185601 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -185635.171875 Penalty: 2452.766602 Iteration 23Q: 3 clusters Score -185635.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -185658.968750 Penalty: 2452.766602 Iteration 24Q: 3 clusters Score -185659 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -185672.468750 Penalty: 2452.766602 Iteration 25Q: 3 clusters Score -185672.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -185682.187500 Penalty: 2452.766602 Iteration 26Q: 3 clusters Score -185682.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -185691.843750 Penalty: 2452.766602 Iteration 27Q: 3 clusters Score -185691.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -185695.562500 Penalty: 2452.766602 Iteration 28Q: 3 clusters Score -185695.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -185699.390625 Penalty: 2452.766602 Iteration 29Q: 3 clusters Score -185699.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -185702.593750 Penalty: 2452.766602 Iteration 30Q: 3 clusters Score -185702.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -185704.390625 Penalty: 2452.766602 Iteration 31Q: 3 clusters Score -185704.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -185706.046875 Penalty: 2452.766602 Iteration 32Q: 3 clusters Score -185706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -185706.250000 Penalty: 2452.766602 Iteration 33Q: 3 clusters Score -185706.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -185706.250000 Penalty: 2452.766602 Iteration 34F: 3 clusters Score -185706.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8528 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 824 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1004 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1111 members Mstep: Class 25 contains 6409 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1395 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 1895 members Entering Unmasked Estep ConsiderDeletion Score: -8177267.000000 Penalty: 64734.261719 Iteration 119Q: 36 clusters Score -8177267 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8512 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1433 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1017 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1106 members Mstep: Class 25 contains 6410 members Mstep: Class 26 contains 731 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7882 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1398 members Mstep: Class 34 contains 1198 members Mstep: Class 35 contains 1899 members Entering Unmasked Estep ConsiderDeletion Score: -8177275.500000 Penalty: 64734.261719 Iteration 120F: 36 clusters Score -8177276 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8505 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1022 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1105 members Mstep: Class 25 contains 6410 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7882 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1399 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1902 members Entering Unmasked Estep ConsiderDeletion Score: -8177288.500000 Penalty: 64734.261719 Iteration 121Q: 36 clusters Score -8177288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8504 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1019 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1104 members Mstep: Class 25 contains 6410 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1905 members Entering Unmasked Estep ConsiderDeletion Score: -8177273.500000 Penalty: 64734.261719 Iteration 122Q: 36 clusters Score -8177274 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8503 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1431 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1017 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1102 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1406 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1907 members Entering Unmasked Estep ConsiderDeletion Score: -8177293.500000 Penalty: 64734.261719 Iteration 123Q: 36 clusters Score -8177294 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8503 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1016 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1102 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1407 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1906 members Entering Unmasked Estep ConsiderDeletion Score: -8177298.000000 Penalty: 64734.261719 Iteration 124Q: 36 clusters Score -8177298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8502 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1017 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1101 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1407 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1907 members Entering Unmasked Estep ConsiderDeletion Score: -8177298.500000 Penalty: 64734.261719 Iteration 125Q: 36 clusters Score -8177298 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8502 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1431 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1017 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1100 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1408 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1908 members Entering Unmasked Estep ConsiderDeletion Score: -8177301.500000 Penalty: 64734.261719 Iteration 126Q: 36 clusters Score -8177302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8502 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1431 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1016 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1100 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1408 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1909 members Entering Unmasked Estep ConsiderDeletion Score: -8177304.000000 Penalty: 64734.261719 Iteration 127Q: 36 clusters Score -8177304 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8502 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1431 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1016 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1100 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1408 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1909 members Entering Unmasked Estep ConsiderDeletion Score: -8177304.000000 Penalty: 64734.261719 Iteration 128F: 36 clusters Score -8177304 nChanged 0 Entering ConstructFrom: Score: -8177304.000000 Penalty: 64734.261719 Entering ConstructFrom: Trying to split cluster 1 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -103449.742188 Penalty: 1150.230469 Iteration 0F: 2 clusters Score -103449.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -101953.578125 Penalty: 2300.460938 Iteration 0F: 3 clusters Score -101953.6 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -102535.039062 Penalty: 2300.460938 Iteration 1F: 3 clusters Score -102535 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -102856.031250 Penalty: 2300.460938 Iteration 2F: 3 clusters Score -102856 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -103128.507812 Penalty: 2300.460938 Iteration 3F: 3 clusters Score -103128.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -103308.414062 Penalty: 2300.460938 Iteration 4F: 3 clusters Score -103308.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -103398.484375 Penalty: 2300.460938 Iteration 5Q: 3 clusters Score -103398.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -103484.312500 Penalty: 2300.460938 Iteration 6Q: 3 clusters Score -103484.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -103530.625000 Penalty: 2300.460938 Iteration 7Q: 3 clusters Score -103530.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -103557.460938 Penalty: 2300.460938 Iteration 8Q: 3 clusters Score -103557.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -103584.710938 Penalty: 2300.460938 Iteration 9Q: 3 clusters Score -103584.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -103601.718750 Penalty: 2300.460938 Iteration 10Q: 3 clusters Score -103601.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -103608.000000 Penalty: 2300.460938 Iteration 11Q: 3 clusters Score -103608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -103610.812500 Penalty: 2300.460938 Iteration 12Q: 3 clusters Score -103610.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -103612.562500 Penalty: 2300.460938 Iteration 13Q: 3 clusters Score -103612.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -103617.585938 Penalty: 2300.460938 Iteration 14Q: 3 clusters Score -103617.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -103624.531250 Penalty: 2300.460938 Iteration 15Q: 3 clusters Score -103624.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -103634.914062 Penalty: 2300.460938 Iteration 16Q: 3 clusters Score -103634.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -103644.757812 Penalty: 2300.460938 Iteration 17Q: 3 clusters Score -103644.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -103674.757812 Penalty: 2300.460938 Iteration 18Q: 3 clusters Score -103674.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -103722.945312 Penalty: 2300.460938 Iteration 19Q: 3 clusters Score -103722.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -103736.695312 Penalty: 2300.460938 Iteration 20F: 3 clusters Score -103736.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -103748.765625 Penalty: 2300.460938 Iteration 21Q: 3 clusters Score -103748.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -103753.781250 Penalty: 2300.460938 Iteration 22Q: 3 clusters Score -103753.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -103758.468750 Penalty: 2300.460938 Iteration 23Q: 3 clusters Score -103758.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -103762.976562 Penalty: 2300.460938 Iteration 24Q: 3 clusters Score -103763 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -103765.640625 Penalty: 2300.460938 Iteration 25Q: 3 clusters Score -103765.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -103767.359375 Penalty: 2300.460938 Iteration 26Q: 3 clusters Score -103767.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -103770.265625 Penalty: 2300.460938 Iteration 27Q: 3 clusters Score -103770.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -103774.148438 Penalty: 2300.460938 Iteration 28Q: 3 clusters Score -103774.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -103777.304688 Penalty: 2300.460938 Iteration 29Q: 3 clusters Score -103777.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -103783.554688 Penalty: 2300.460938 Iteration 30Q: 3 clusters Score -103783.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -103787.007812 Penalty: 2300.460938 Iteration 31Q: 3 clusters Score -103787 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -103791.007812 Penalty: 2300.460938 Iteration 32Q: 3 clusters Score -103791 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -103796.953125 Penalty: 2300.460938 Iteration 33Q: 3 clusters Score -103797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -103802.289062 Penalty: 2300.460938 Iteration 34Q: 3 clusters Score -103802.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -103803.828125 Penalty: 2300.460938 Iteration 35Q: 3 clusters Score -103803.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -103805.171875 Penalty: 2300.460938 Iteration 36Q: 3 clusters Score -103805.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -103805.976562 Penalty: 2300.460938 Iteration 37Q: 3 clusters Score -103806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -103806.265625 Penalty: 2300.460938 Iteration 38Q: 3 clusters Score -103806.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -103807.546875 Penalty: 2300.460938 Iteration 39Q: 3 clusters Score -103807.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -103807.546875 Penalty: 2300.460938 Iteration 40F: 3 clusters Score -103807.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8502 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1431 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1016 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1100 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1408 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1909 members Mstep: Class 36 contains 729 members Entering Unmasked Estep Score: -8176953.500000 Penalty: 66583.812500 Splitting cluster 1 changes total score from -8177304.000000 to -8176953.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Entering Unmasked Estep Score: -87166.148438 Penalty: 1104.483765 Iteration 0F: 2 clusters Score -87166.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -85793.523438 Penalty: 2208.967529 Iteration 0F: 3 clusters Score -85793.52 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -86007.320312 Penalty: 2208.967529 Iteration 1F: 3 clusters Score -86007.32 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -86069.429688 Penalty: 2208.967529 Iteration 2F: 3 clusters Score -86069.43 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -86107.789062 Penalty: 2208.967529 Iteration 3Q: 3 clusters Score -86107.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -86122.640625 Penalty: 2208.967529 Iteration 4Q: 3 clusters Score -86122.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -86134.632812 Penalty: 2208.967529 Iteration 5Q: 3 clusters Score -86134.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -86140.859375 Penalty: 2208.967529 Iteration 6Q: 3 clusters Score -86140.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -86144.125000 Penalty: 2208.967529 Iteration 7Q: 3 clusters Score -86144.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -86145.273438 Penalty: 2208.967529 Iteration 8Q: 3 clusters Score -86145.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -86146.562500 Penalty: 2208.967529 Iteration 9Q: 3 clusters Score -86146.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -86148.679688 Penalty: 2208.967529 Iteration 10Q: 3 clusters Score -86148.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -86150.921875 Penalty: 2208.967529 Iteration 11Q: 3 clusters Score -86150.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -86152.757812 Penalty: 2208.967529 Iteration 12Q: 3 clusters Score -86152.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -86153.179688 Penalty: 2208.967529 Iteration 13Q: 3 clusters Score -86153.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -86153.179688 Penalty: 2208.967529 Iteration 14F: 3 clusters Score -86153.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -91708.164062 Penalty: 1121.041138 Iteration 0F: 2 clusters Score -91708.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -90283.523438 Penalty: 2242.082275 Iteration 0F: 3 clusters Score -90283.52 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -90518.617188 Penalty: 2242.082275 Iteration 1F: 3 clusters Score -90518.62 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -90596.132812 Penalty: 2242.082275 Iteration 2F: 3 clusters Score -90596.13 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -90650.210938 Penalty: 2242.082275 Iteration 3F: 3 clusters Score -90650.21 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -90693.828125 Penalty: 2242.082275 Iteration 4Q: 3 clusters Score -90693.83 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -90738.007812 Penalty: 2242.082275 Iteration 5Q: 3 clusters Score -90738.01 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -90786.898438 Penalty: 2242.082275 Iteration 6Q: 3 clusters Score -90786.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -90848.546875 Penalty: 2242.082275 Iteration 7Q: 3 clusters Score -90848.55 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -90941.390625 Penalty: 2242.082275 Iteration 8F: 3 clusters Score -90941.39 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -91129.414062 Penalty: 2242.082275 Iteration 9F: 3 clusters Score -91129.41 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -91451.304688 Penalty: 2242.082275 Iteration 10F: 3 clusters Score -91451.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -91757.570312 Penalty: 2242.082275 Iteration 11F: 3 clusters Score -91757.57 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -91857.828125 Penalty: 2242.082275 Iteration 12Q: 3 clusters Score -91857.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -91886.796875 Penalty: 2242.082275 Iteration 13Q: 3 clusters Score -91886.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -91902.062500 Penalty: 2242.082275 Iteration 14Q: 3 clusters Score -91902.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -91908.898438 Penalty: 2242.082275 Iteration 15Q: 3 clusters Score -91908.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -91912.273438 Penalty: 2242.082275 Iteration 16Q: 3 clusters Score -91912.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -91912.273438 Penalty: 2242.082275 Iteration 17F: 3 clusters Score -91912.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 257 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8502 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1431 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1016 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1100 members Mstep: Class 25 contains 6411 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1408 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1909 members Mstep: Class 36 contains 734 members Entering Unmasked Estep Score: -8176783.500000 Penalty: 66583.812500 Splitting cluster 3 changes total score from -8177304.000000 to -8176783.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Entering Unmasked Estep Score: -60282.144531 Penalty: 1049.988525 Iteration 0F: 2 clusters Score -60282.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -59115.945312 Penalty: 2099.977051 Iteration 0F: 3 clusters Score -59115.95 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -59279.179688 Penalty: 2099.977051 Iteration 1F: 3 clusters Score -59279.18 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -59323.109375 Penalty: 2099.977051 Iteration 2Q: 3 clusters Score -59323.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -59362.941406 Penalty: 2099.977051 Iteration 3Q: 3 clusters Score -59362.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -59387.246094 Penalty: 2099.977051 Iteration 4Q: 3 clusters Score -59387.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -59400.851562 Penalty: 2099.977051 Iteration 5Q: 3 clusters Score -59400.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -59425.464844 Penalty: 2099.977051 Iteration 6Q: 3 clusters Score -59425.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -59450.148438 Penalty: 2099.977051 Iteration 7Q: 3 clusters Score -59450.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -59458.308594 Penalty: 2099.977051 Iteration 8Q: 3 clusters Score -59458.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -59458.308594 Penalty: 2099.977051 Iteration 9F: 3 clusters Score -59458.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Entering Unmasked Estep Score: -842776.187500 Penalty: 1470.309204 Iteration 0F: 2 clusters Score -842776.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -836500.687500 Penalty: 2940.618408 Iteration 0F: 3 clusters Score -836500.7 nChanged 3666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -838475.312500 Penalty: 2940.618408 Iteration 1F: 3 clusters Score -838475.3 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -838772.875000 Penalty: 2940.618408 Iteration 2F: 3 clusters Score -838772.9 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -839045.250000 Penalty: 2940.618408 Iteration 3F: 3 clusters Score -839045.2 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -839279.062500 Penalty: 2940.618408 Iteration 4F: 3 clusters Score -839279.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -839511.687500 Penalty: 2940.618408 Iteration 5F: 3 clusters Score -839511.7 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -839772.687500 Penalty: 2940.618408 Iteration 6F: 3 clusters Score -839772.7 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -840032.687500 Penalty: 2940.618408 Iteration 7F: 3 clusters Score -840032.7 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -840334.875000 Penalty: 2940.618408 Iteration 8F: 3 clusters Score -840334.9 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -840662.125000 Penalty: 2940.618408 Iteration 9F: 3 clusters Score -840662.1 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -840950.062500 Penalty: 2940.618408 Iteration 10Q: 3 clusters Score -840950.1 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -841192.375000 Penalty: 2940.618408 Iteration 11Q: 3 clusters Score -841192.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -841344.500000 Penalty: 2940.618408 Iteration 12Q: 3 clusters Score -841344.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -841454.750000 Penalty: 2940.618408 Iteration 13Q: 3 clusters Score -841454.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -841523.562500 Penalty: 2940.618408 Iteration 14Q: 3 clusters Score -841523.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -841573.750000 Penalty: 2940.618408 Iteration 15Q: 3 clusters Score -841573.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -841608.375000 Penalty: 2940.618408 Iteration 16Q: 3 clusters Score -841608.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -841631.562500 Penalty: 2940.618408 Iteration 17Q: 3 clusters Score -841631.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -841647.750000 Penalty: 2940.618408 Iteration 18Q: 3 clusters Score -841647.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -841663.125000 Penalty: 2940.618408 Iteration 19Q: 3 clusters Score -841663.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -841668.875000 Penalty: 2940.618408 Iteration 20F: 3 clusters Score -841668.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -841677.250000 Penalty: 2940.618408 Iteration 21Q: 3 clusters Score -841677.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -841680.687500 Penalty: 2940.618408 Iteration 22Q: 3 clusters Score -841680.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -841683.500000 Penalty: 2940.618408 Iteration 23Q: 3 clusters Score -841683.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -841685.500000 Penalty: 2940.618408 Iteration 24Q: 3 clusters Score -841685.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -841687.750000 Penalty: 2940.618408 Iteration 25Q: 3 clusters Score -841687.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -841690.500000 Penalty: 2940.618408 Iteration 26Q: 3 clusters Score -841690.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 8136 members Entering Unmasked Estep Score: -841696.437500 Penalty: 2940.618408 Iteration 27Q: 3 clusters Score -841696.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -841700.750000 Penalty: 2940.618408 Iteration 28Q: 3 clusters Score -841700.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -841702.750000 Penalty: 2940.618408 Iteration 29Q: 3 clusters Score -841702.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -841705.375000 Penalty: 2940.618408 Iteration 30Q: 3 clusters Score -841705.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 8154 members Entering Unmasked Estep Score: -841706.687500 Penalty: 2940.618408 Iteration 31Q: 3 clusters Score -841706.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -841707.375000 Penalty: 2940.618408 Iteration 32Q: 3 clusters Score -841707.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -841707.375000 Penalty: 2940.618408 Iteration 33F: 3 clusters Score -841707.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Entering Unmasked Estep Score: -151496.296875 Penalty: 1192.991211 Iteration 0F: 2 clusters Score -151496.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -149690.406250 Penalty: 2385.982422 Iteration 0F: 3 clusters Score -149690.4 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -150044.171875 Penalty: 2385.982422 Iteration 1F: 3 clusters Score -150044.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -150149.531250 Penalty: 2385.982422 Iteration 2F: 3 clusters Score -150149.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -150225.593750 Penalty: 2385.982422 Iteration 3F: 3 clusters Score -150225.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -150292.015625 Penalty: 2385.982422 Iteration 4Q: 3 clusters Score -150292 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -150357.250000 Penalty: 2385.982422 Iteration 5Q: 3 clusters Score -150357.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -150399.921875 Penalty: 2385.982422 Iteration 6Q: 3 clusters Score -150399.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -150444.953125 Penalty: 2385.982422 Iteration 7Q: 3 clusters Score -150445 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -150493.218750 Penalty: 2385.982422 Iteration 8Q: 3 clusters Score -150493.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -150550.484375 Penalty: 2385.982422 Iteration 9Q: 3 clusters Score -150550.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -150593.093750 Penalty: 2385.982422 Iteration 10Q: 3 clusters Score -150593.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -150625.484375 Penalty: 2385.982422 Iteration 11Q: 3 clusters Score -150625.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -150650.671875 Penalty: 2385.982422 Iteration 12Q: 3 clusters Score -150650.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -150699.734375 Penalty: 2385.982422 Iteration 13Q: 3 clusters Score -150699.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -150757.859375 Penalty: 2385.982422 Iteration 14Q: 3 clusters Score -150757.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -150813.562500 Penalty: 2385.982422 Iteration 15Q: 3 clusters Score -150813.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -150846.453125 Penalty: 2385.982422 Iteration 16Q: 3 clusters Score -150846.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -150863.406250 Penalty: 2385.982422 Iteration 17Q: 3 clusters Score -150863.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -150881.765625 Penalty: 2385.982422 Iteration 18Q: 3 clusters Score -150881.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -150900.781250 Penalty: 2385.982422 Iteration 19Q: 3 clusters Score -150900.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -150910.671875 Penalty: 2385.982422 Iteration 20F: 3 clusters Score -150910.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -150932.843750 Penalty: 2385.982422 Iteration 21Q: 3 clusters Score -150932.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -150957.343750 Penalty: 2385.982422 Iteration 22Q: 3 clusters Score -150957.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -150991.250000 Penalty: 2385.982422 Iteration 23Q: 3 clusters Score -150991.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -151034.500000 Penalty: 2385.982422 Iteration 24Q: 3 clusters Score -151034.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -151055.687500 Penalty: 2385.982422 Iteration 25Q: 3 clusters Score -151055.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -151074.140625 Penalty: 2385.982422 Iteration 26Q: 3 clusters Score -151074.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -151089.437500 Penalty: 2385.982422 Iteration 27Q: 3 clusters Score -151089.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -151100.812500 Penalty: 2385.982422 Iteration 28Q: 3 clusters Score -151100.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -151106.437500 Penalty: 2385.982422 Iteration 29Q: 3 clusters Score -151106.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -151112.515625 Penalty: 2385.982422 Iteration 30Q: 3 clusters Score -151112.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -151114.859375 Penalty: 2385.982422 Iteration 31Q: 3 clusters Score -151114.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -151117.718750 Penalty: 2385.982422 Iteration 32Q: 3 clusters Score -151117.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -151121.062500 Penalty: 2385.982422 Iteration 33Q: 3 clusters Score -151121.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -151123.453125 Penalty: 2385.982422 Iteration 34Q: 3 clusters Score -151123.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -151127.421875 Penalty: 2385.982422 Iteration 35Q: 3 clusters Score -151127.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -151128.671875 Penalty: 2385.982422 Iteration 36Q: 3 clusters Score -151128.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -151130.390625 Penalty: 2385.982422 Iteration 37F: 3 clusters Score -151130.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -151142.109375 Penalty: 2385.982422 Iteration 38Q: 3 clusters Score -151142.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -151150.562500 Penalty: 2385.982422 Iteration 39Q: 3 clusters Score -151150.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -151155.250000 Penalty: 2385.982422 Iteration 40F: 3 clusters Score -151155.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -151156.921875 Penalty: 2385.982422 Iteration 41Q: 3 clusters Score -151156.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -151160.359375 Penalty: 2385.982422 Iteration 42Q: 3 clusters Score -151160.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -151161.203125 Penalty: 2385.982422 Iteration 43Q: 3 clusters Score -151161.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -151165.609375 Penalty: 2385.982422 Iteration 44Q: 3 clusters Score -151165.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -151172.031250 Penalty: 2385.982422 Iteration 45Q: 3 clusters Score -151172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -151172.734375 Penalty: 2385.982422 Iteration 46Q: 3 clusters Score -151172.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -151172.734375 Penalty: 2385.982422 Iteration 47F: 3 clusters Score -151172.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Entering Unmasked Estep Score: -99663.882812 Penalty: 1130.128784 Iteration 0F: 2 clusters Score -99663.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -98206.226562 Penalty: 2260.257568 Iteration 0F: 3 clusters Score -98206.23 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -98458.507812 Penalty: 2260.257568 Iteration 1F: 3 clusters Score -98458.51 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -98543.000000 Penalty: 2260.257568 Iteration 2F: 3 clusters Score -98543 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -98605.835938 Penalty: 2260.257568 Iteration 3Q: 3 clusters Score -98605.84 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -98651.398438 Penalty: 2260.257568 Iteration 4Q: 3 clusters Score -98651.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -98694.414062 Penalty: 2260.257568 Iteration 5Q: 3 clusters Score -98694.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -98718.429688 Penalty: 2260.257568 Iteration 6Q: 3 clusters Score -98718.43 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -98757.390625 Penalty: 2260.257568 Iteration 7Q: 3 clusters Score -98757.39 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -98791.101562 Penalty: 2260.257568 Iteration 8Q: 3 clusters Score -98791.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -98818.726562 Penalty: 2260.257568 Iteration 9Q: 3 clusters Score -98818.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -98845.328125 Penalty: 2260.257568 Iteration 10Q: 3 clusters Score -98845.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -98858.242188 Penalty: 2260.257568 Iteration 11Q: 3 clusters Score -98858.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -98871.914062 Penalty: 2260.257568 Iteration 12Q: 3 clusters Score -98871.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -98895.406250 Penalty: 2260.257568 Iteration 13Q: 3 clusters Score -98895.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -98916.929688 Penalty: 2260.257568 Iteration 14Q: 3 clusters Score -98916.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -98930.398438 Penalty: 2260.257568 Iteration 15Q: 3 clusters Score -98930.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -98945.320312 Penalty: 2260.257568 Iteration 16Q: 3 clusters Score -98945.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -98963.406250 Penalty: 2260.257568 Iteration 17Q: 3 clusters Score -98963.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -98976.851562 Penalty: 2260.257568 Iteration 18Q: 3 clusters Score -98976.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -98999.515625 Penalty: 2260.257568 Iteration 19Q: 3 clusters Score -98999.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -99018.562500 Penalty: 2260.257568 Iteration 20F: 3 clusters Score -99018.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -99042.039062 Penalty: 2260.257568 Iteration 21Q: 3 clusters Score -99042.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -99064.320312 Penalty: 2260.257568 Iteration 22Q: 3 clusters Score -99064.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -99082.984375 Penalty: 2260.257568 Iteration 23Q: 3 clusters Score -99082.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -99108.515625 Penalty: 2260.257568 Iteration 24Q: 3 clusters Score -99108.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -99141.882812 Penalty: 2260.257568 Iteration 25Q: 3 clusters Score -99141.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -99181.578125 Penalty: 2260.257568 Iteration 26Q: 3 clusters Score -99181.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -99221.007812 Penalty: 2260.257568 Iteration 27Q: 3 clusters Score -99221.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -99244.796875 Penalty: 2260.257568 Iteration 28Q: 3 clusters Score -99244.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -99261.617188 Penalty: 2260.257568 Iteration 29Q: 3 clusters Score -99261.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -99271.796875 Penalty: 2260.257568 Iteration 30Q: 3 clusters Score -99271.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -99284.734375 Penalty: 2260.257568 Iteration 31Q: 3 clusters Score -99284.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -99291.171875 Penalty: 2260.257568 Iteration 32Q: 3 clusters Score -99291.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -99294.070312 Penalty: 2260.257568 Iteration 33Q: 3 clusters Score -99294.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -99294.070312 Penalty: 2260.257568 Iteration 34F: 3 clusters Score -99294.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Entering Unmasked Estep Score: -80206.250000 Penalty: 1119.723999 Iteration 0F: 2 clusters Score -80206.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -78910.539062 Penalty: 2239.447998 Iteration 0F: 3 clusters Score -78910.54 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79291.781250 Penalty: 2239.447998 Iteration 1F: 3 clusters Score -79291.78 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -79505.171875 Penalty: 2239.447998 Iteration 2F: 3 clusters Score -79505.17 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -79578.703125 Penalty: 2239.447998 Iteration 3F: 3 clusters Score -79578.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -79612.500000 Penalty: 2239.447998 Iteration 4Q: 3 clusters Score -79612.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79624.140625 Penalty: 2239.447998 Iteration 5Q: 3 clusters Score -79624.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -79628.187500 Penalty: 2239.447998 Iteration 6Q: 3 clusters Score -79628.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -79633.304688 Penalty: 2239.447998 Iteration 7Q: 3 clusters Score -79633.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -79634.484375 Penalty: 2239.447998 Iteration 8Q: 3 clusters Score -79634.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -79634.835938 Penalty: 2239.447998 Iteration 9Q: 3 clusters Score -79634.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -79635.804688 Penalty: 2239.447998 Iteration 10Q: 3 clusters Score -79635.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -79636.296875 Penalty: 2239.447998 Iteration 11Q: 3 clusters Score -79636.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -79636.296875 Penalty: 2239.447998 Iteration 12F: 3 clusters Score -79636.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Entering Unmasked Estep Score: -434299.500000 Penalty: 1361.861450 Iteration 0F: 2 clusters Score -434299.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -430688.875000 Penalty: 2723.722900 Iteration 0F: 3 clusters Score -430688.9 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -431660.218750 Penalty: 2723.722900 Iteration 1F: 3 clusters Score -431660.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -431839.187500 Penalty: 2723.722900 Iteration 2F: 3 clusters Score -431839.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -431962.000000 Penalty: 2723.722900 Iteration 3F: 3 clusters Score -431962 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -432058.125000 Penalty: 2723.722900 Iteration 4Q: 3 clusters Score -432058.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -432128.593750 Penalty: 2723.722900 Iteration 5Q: 3 clusters Score -432128.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -432192.468750 Penalty: 2723.722900 Iteration 6Q: 3 clusters Score -432192.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -432243.843750 Penalty: 2723.722900 Iteration 7Q: 3 clusters Score -432243.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -432297.656250 Penalty: 2723.722900 Iteration 8Q: 3 clusters Score -432297.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -432346.000000 Penalty: 2723.722900 Iteration 9Q: 3 clusters Score -432346 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -432394.343750 Penalty: 2723.722900 Iteration 10Q: 3 clusters Score -432394.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -432452.343750 Penalty: 2723.722900 Iteration 11Q: 3 clusters Score -432452.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -432509.250000 Penalty: 2723.722900 Iteration 12Q: 3 clusters Score -432509.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -432578.062500 Penalty: 2723.722900 Iteration 13Q: 3 clusters Score -432578.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -432669.687500 Penalty: 2723.722900 Iteration 14Q: 3 clusters Score -432669.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -432742.531250 Penalty: 2723.722900 Iteration 15Q: 3 clusters Score -432742.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -432814.750000 Penalty: 2723.722900 Iteration 16Q: 3 clusters Score -432814.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -432882.625000 Penalty: 2723.722900 Iteration 17Q: 3 clusters Score -432882.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -432953.468750 Penalty: 2723.722900 Iteration 18Q: 3 clusters Score -432953.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -433012.468750 Penalty: 2723.722900 Iteration 19Q: 3 clusters Score -433012.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -433049.218750 Penalty: 2723.722900 Iteration 20F: 3 clusters Score -433049.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -433076.687500 Penalty: 2723.722900 Iteration 21Q: 3 clusters Score -433076.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -433102.218750 Penalty: 2723.722900 Iteration 22Q: 3 clusters Score -433102.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -433120.625000 Penalty: 2723.722900 Iteration 23Q: 3 clusters Score -433120.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -433140.875000 Penalty: 2723.722900 Iteration 24Q: 3 clusters Score -433140.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -433152.750000 Penalty: 2723.722900 Iteration 25Q: 3 clusters Score -433152.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -433163.750000 Penalty: 2723.722900 Iteration 26Q: 3 clusters Score -433163.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -433175.468750 Penalty: 2723.722900 Iteration 27Q: 3 clusters Score -433175.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -433184.187500 Penalty: 2723.722900 Iteration 28Q: 3 clusters Score -433184.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -433187.125000 Penalty: 2723.722900 Iteration 29Q: 3 clusters Score -433187.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -433192.125000 Penalty: 2723.722900 Iteration 30Q: 3 clusters Score -433192.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -433195.812500 Penalty: 2723.722900 Iteration 31Q: 3 clusters Score -433195.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -433198.531250 Penalty: 2723.722900 Iteration 32Q: 3 clusters Score -433198.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -433200.718750 Penalty: 2723.722900 Iteration 33Q: 3 clusters Score -433200.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -433201.375000 Penalty: 2723.722900 Iteration 34Q: 3 clusters Score -433201.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -433201.375000 Penalty: 2723.722900 Iteration 35F: 3 clusters Score -433201.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Entering Unmasked Estep Score: -78806.257812 Penalty: 1090.657837 Iteration 0F: 2 clusters Score -78806.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -77482.242188 Penalty: 2181.315674 Iteration 0F: 3 clusters Score -77482.24 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -77711.625000 Penalty: 2181.315674 Iteration 1F: 3 clusters Score -77711.62 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -77815.882812 Penalty: 2181.315674 Iteration 2F: 3 clusters Score -77815.88 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -77894.789062 Penalty: 2181.315674 Iteration 3Q: 3 clusters Score -77894.79 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -78014.515625 Penalty: 2181.315674 Iteration 4Q: 3 clusters Score -78014.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -78167.562500 Penalty: 2181.315674 Iteration 5Q: 3 clusters Score -78167.56 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -78288.851562 Penalty: 2181.315674 Iteration 6Q: 3 clusters Score -78288.85 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -78335.242188 Penalty: 2181.315674 Iteration 7Q: 3 clusters Score -78335.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -78348.218750 Penalty: 2181.315674 Iteration 8Q: 3 clusters Score -78348.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -78358.421875 Penalty: 2181.315674 Iteration 9Q: 3 clusters Score -78358.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -78360.734375 Penalty: 2181.315674 Iteration 10Q: 3 clusters Score -78360.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -78363.781250 Penalty: 2181.315674 Iteration 11Q: 3 clusters Score -78363.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -78365.101562 Penalty: 2181.315674 Iteration 12Q: 3 clusters Score -78365.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -78367.789062 Penalty: 2181.315674 Iteration 13Q: 3 clusters Score -78367.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -78370.453125 Penalty: 2181.315674 Iteration 14Q: 3 clusters Score -78370.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -78371.015625 Penalty: 2181.315674 Iteration 15Q: 3 clusters Score -78371.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -78371.015625 Penalty: 2181.315674 Iteration 16F: 3 clusters Score -78371.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Entering Unmasked Estep Score: -89941.546875 Penalty: 1111.588867 Iteration 0F: 2 clusters Score -89941.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -88551.437500 Penalty: 2223.177734 Iteration 0F: 3 clusters Score -88551.44 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -88800.414062 Penalty: 2223.177734 Iteration 1F: 3 clusters Score -88800.41 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -88886.148438 Penalty: 2223.177734 Iteration 2F: 3 clusters Score -88886.15 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -88952.625000 Penalty: 2223.177734 Iteration 3Q: 3 clusters Score -88952.62 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -89014.085938 Penalty: 2223.177734 Iteration 4Q: 3 clusters Score -89014.09 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -89050.515625 Penalty: 2223.177734 Iteration 5Q: 3 clusters Score -89050.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -89073.421875 Penalty: 2223.177734 Iteration 6Q: 3 clusters Score -89073.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -89097.062500 Penalty: 2223.177734 Iteration 7Q: 3 clusters Score -89097.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -89124.421875 Penalty: 2223.177734 Iteration 8Q: 3 clusters Score -89124.42 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -89183.289062 Penalty: 2223.177734 Iteration 9Q: 3 clusters Score -89183.29 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -89236.507812 Penalty: 2223.177734 Iteration 10Q: 3 clusters Score -89236.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -89261.437500 Penalty: 2223.177734 Iteration 11Q: 3 clusters Score -89261.44 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -89280.523438 Penalty: 2223.177734 Iteration 12Q: 3 clusters Score -89280.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -89290.656250 Penalty: 2223.177734 Iteration 13Q: 3 clusters Score -89290.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -89294.562500 Penalty: 2223.177734 Iteration 14Q: 3 clusters Score -89294.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -89300.101562 Penalty: 2223.177734 Iteration 15Q: 3 clusters Score -89300.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -89303.710938 Penalty: 2223.177734 Iteration 16Q: 3 clusters Score -89303.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -89308.906250 Penalty: 2223.177734 Iteration 17Q: 3 clusters Score -89308.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -89310.507812 Penalty: 2223.177734 Iteration 18Q: 3 clusters Score -89310.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -89311.984375 Penalty: 2223.177734 Iteration 19Q: 3 clusters Score -89311.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -89313.507812 Penalty: 2223.177734 Iteration 20F: 3 clusters Score -89313.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -89314.351562 Penalty: 2223.177734 Iteration 21Q: 3 clusters Score -89314.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -89316.304688 Penalty: 2223.177734 Iteration 22Q: 3 clusters Score -89316.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -89316.304688 Penalty: 2223.177734 Iteration 23F: 3 clusters Score -89316.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -140528.343750 Penalty: 1178.573853 Iteration 0F: 2 clusters Score -140528.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -138761.578125 Penalty: 2357.147705 Iteration 0F: 3 clusters Score -138761.6 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -139118.937500 Penalty: 2357.147705 Iteration 1F: 3 clusters Score -139118.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -139206.812500 Penalty: 2357.147705 Iteration 2F: 3 clusters Score -139206.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -139253.531250 Penalty: 2357.147705 Iteration 3Q: 3 clusters Score -139253.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -139282.265625 Penalty: 2357.147705 Iteration 4Q: 3 clusters Score -139282.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -139295.812500 Penalty: 2357.147705 Iteration 5Q: 3 clusters Score -139295.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -139305.828125 Penalty: 2357.147705 Iteration 6Q: 3 clusters Score -139305.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -139310.796875 Penalty: 2357.147705 Iteration 7Q: 3 clusters Score -139310.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -139319.546875 Penalty: 2357.147705 Iteration 8Q: 3 clusters Score -139319.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -139325.171875 Penalty: 2357.147705 Iteration 9Q: 3 clusters Score -139325.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -139327.875000 Penalty: 2357.147705 Iteration 10Q: 3 clusters Score -139327.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -139330.593750 Penalty: 2357.147705 Iteration 11Q: 3 clusters Score -139330.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -139331.421875 Penalty: 2357.147705 Iteration 12Q: 3 clusters Score -139331.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -139334.250000 Penalty: 2357.147705 Iteration 13Q: 3 clusters Score -139334.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -139335.156250 Penalty: 2357.147705 Iteration 14Q: 3 clusters Score -139335.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -139338.484375 Penalty: 2357.147705 Iteration 15Q: 3 clusters Score -139338.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -139341.828125 Penalty: 2357.147705 Iteration 16Q: 3 clusters Score -139341.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -139343.796875 Penalty: 2357.147705 Iteration 17Q: 3 clusters Score -139343.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -139347.171875 Penalty: 2357.147705 Iteration 18Q: 3 clusters Score -139347.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -139349.609375 Penalty: 2357.147705 Iteration 19Q: 3 clusters Score -139349.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -139350.750000 Penalty: 2357.147705 Iteration 20F: 3 clusters Score -139350.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -139352.125000 Penalty: 2357.147705 Iteration 21Q: 3 clusters Score -139352.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -139354.250000 Penalty: 2357.147705 Iteration 22Q: 3 clusters Score -139354.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -139356.109375 Penalty: 2357.147705 Iteration 23Q: 3 clusters Score -139356.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -139357.437500 Penalty: 2357.147705 Iteration 24Q: 3 clusters Score -139357.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -139358.937500 Penalty: 2357.147705 Iteration 25Q: 3 clusters Score -139358.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -139360.140625 Penalty: 2357.147705 Iteration 26Q: 3 clusters Score -139360.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -139360.453125 Penalty: 2357.147705 Iteration 27Q: 3 clusters Score -139360.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -139360.671875 Penalty: 2357.147705 Iteration 28Q: 3 clusters Score -139360.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -139360.671875 Penalty: 2357.147705 Iteration 29F: 3 clusters Score -139360.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Entering Unmasked Estep Score: -704726.937500 Penalty: 1443.951538 Iteration 0F: 2 clusters Score -704726.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -699314.250000 Penalty: 2887.903076 Iteration 0F: 3 clusters Score -699314.2 nChanged 2988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -700920.937500 Penalty: 2887.903076 Iteration 1F: 3 clusters Score -700920.9 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -701138.625000 Penalty: 2887.903076 Iteration 2F: 3 clusters Score -701138.6 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -701283.062500 Penalty: 2887.903076 Iteration 3Q: 3 clusters Score -701283.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -701405.187500 Penalty: 2887.903076 Iteration 4Q: 3 clusters Score -701405.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -701501.062500 Penalty: 2887.903076 Iteration 5Q: 3 clusters Score -701501.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -701596.000000 Penalty: 2887.903076 Iteration 6Q: 3 clusters Score -701596 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -701684.437500 Penalty: 2887.903076 Iteration 7Q: 3 clusters Score -701684.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -701770.437500 Penalty: 2887.903076 Iteration 8Q: 3 clusters Score -701770.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -701848.437500 Penalty: 2887.903076 Iteration 9Q: 3 clusters Score -701848.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -701956.250000 Penalty: 2887.903076 Iteration 10Q: 3 clusters Score -701956.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -702079.375000 Penalty: 2887.903076 Iteration 11Q: 3 clusters Score -702079.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -702207.625000 Penalty: 2887.903076 Iteration 12Q: 3 clusters Score -702207.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -702323.750000 Penalty: 2887.903076 Iteration 13Q: 3 clusters Score -702323.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -702428.562500 Penalty: 2887.903076 Iteration 14Q: 3 clusters Score -702428.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -702522.437500 Penalty: 2887.903076 Iteration 15Q: 3 clusters Score -702522.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -702585.000000 Penalty: 2887.903076 Iteration 16Q: 3 clusters Score -702585 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -702628.187500 Penalty: 2887.903076 Iteration 17Q: 3 clusters Score -702628.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -702661.562500 Penalty: 2887.903076 Iteration 18Q: 3 clusters Score -702661.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -702695.812500 Penalty: 2887.903076 Iteration 19Q: 3 clusters Score -702695.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -702725.500000 Penalty: 2887.903076 Iteration 20F: 3 clusters Score -702725.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -702749.250000 Penalty: 2887.903076 Iteration 21Q: 3 clusters Score -702749.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -702770.937500 Penalty: 2887.903076 Iteration 22Q: 3 clusters Score -702770.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -702790.312500 Penalty: 2887.903076 Iteration 23Q: 3 clusters Score -702790.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -702800.937500 Penalty: 2887.903076 Iteration 24Q: 3 clusters Score -702800.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -702811.687500 Penalty: 2887.903076 Iteration 25Q: 3 clusters Score -702811.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -702821.750000 Penalty: 2887.903076 Iteration 26Q: 3 clusters Score -702821.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -702828.687500 Penalty: 2887.903076 Iteration 27Q: 3 clusters Score -702828.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -702834.937500 Penalty: 2887.903076 Iteration 28Q: 3 clusters Score -702834.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -702842.937500 Penalty: 2887.903076 Iteration 29Q: 3 clusters Score -702842.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -702849.187500 Penalty: 2887.903076 Iteration 30Q: 3 clusters Score -702849.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -702857.875000 Penalty: 2887.903076 Iteration 31Q: 3 clusters Score -702857.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -702869.375000 Penalty: 2887.903076 Iteration 32Q: 3 clusters Score -702869.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -702880.750000 Penalty: 2887.903076 Iteration 33Q: 3 clusters Score -702880.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -702889.000000 Penalty: 2887.903076 Iteration 34Q: 3 clusters Score -702889 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -702896.562500 Penalty: 2887.903076 Iteration 35Q: 3 clusters Score -702896.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -702904.062500 Penalty: 2887.903076 Iteration 36Q: 3 clusters Score -702904.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -702907.437500 Penalty: 2887.903076 Iteration 37Q: 3 clusters Score -702907.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -702912.750000 Penalty: 2887.903076 Iteration 38Q: 3 clusters Score -702912.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -702920.875000 Penalty: 2887.903076 Iteration 39Q: 3 clusters Score -702920.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -702925.062500 Penalty: 2887.903076 Iteration 40F: 3 clusters Score -702925.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -702930.125000 Penalty: 2887.903076 Iteration 41Q: 3 clusters Score -702930.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -702932.437500 Penalty: 2887.903076 Iteration 42Q: 3 clusters Score -702932.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -702936.375000 Penalty: 2887.903076 Iteration 43Q: 3 clusters Score -702936.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -702938.750000 Penalty: 2887.903076 Iteration 44Q: 3 clusters Score -702938.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -702943.062500 Penalty: 2887.903076 Iteration 45Q: 3 clusters Score -702943.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -702946.625000 Penalty: 2887.903076 Iteration 46Q: 3 clusters Score -702946.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -702948.062500 Penalty: 2887.903076 Iteration 47Q: 3 clusters Score -702948.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -702949.437500 Penalty: 2887.903076 Iteration 48Q: 3 clusters Score -702949.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -702951.375000 Penalty: 2887.903076 Iteration 49Q: 3 clusters Score -702951.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -702954.250000 Penalty: 2887.903076 Iteration 50Q: 3 clusters Score -702954.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -702957.375000 Penalty: 2887.903076 Iteration 51Q: 3 clusters Score -702957.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -702957.312500 Penalty: 2887.903076 Iteration 52Q: 3 clusters Score -702957.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -702959.125000 Penalty: 2887.903076 Iteration 53Q: 3 clusters Score -702959.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -702960.750000 Penalty: 2887.903076 Iteration 54Q: 3 clusters Score -702960.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -702962.000000 Penalty: 2887.903076 Iteration 55Q: 3 clusters Score -702962 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -702963.812500 Penalty: 2887.903076 Iteration 56Q: 3 clusters Score -702963.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -702965.250000 Penalty: 2887.903076 Iteration 57Q: 3 clusters Score -702965.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -702964.062500 Penalty: 2887.903076 Iteration 58Q: 3 clusters Score -702964.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -702963.375000 Penalty: 2887.903076 Iteration 59Q: 3 clusters Score -702963.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -702963.875000 Penalty: 2887.903076 Iteration 60F: 3 clusters Score -702963.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -702963.562500 Penalty: 2887.903076 Iteration 61Q: 3 clusters Score -702963.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -702964.750000 Penalty: 2887.903076 Iteration 62Q: 3 clusters Score -702964.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -702963.625000 Penalty: 2887.903076 Iteration 63Q: 3 clusters Score -702963.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -702963.312500 Penalty: 2887.903076 Iteration 64Q: 3 clusters Score -702963.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -702964.062500 Penalty: 2887.903076 Iteration 65Q: 3 clusters Score -702964.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -702964.062500 Penalty: 2887.903076 Iteration 66F: 3 clusters Score -702964.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Entering Unmasked Estep Score: -1394858.875000 Penalty: 1558.587524 Iteration 0F: 2 clusters Score -1394859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -1384736.125000 Penalty: 3117.175049 Iteration 0F: 3 clusters Score -1384736 nChanged 6503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -1388546.875000 Penalty: 3117.175049 Iteration 1F: 3 clusters Score -1388547 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -1389013.750000 Penalty: 3117.175049 Iteration 2F: 3 clusters Score -1389014 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1389457.750000 Penalty: 3117.175049 Iteration 3F: 3 clusters Score -1389458 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1389894.125000 Penalty: 3117.175049 Iteration 4F: 3 clusters Score -1389894 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1390300.625000 Penalty: 3117.175049 Iteration 5F: 3 clusters Score -1390301 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7969 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -1390759.875000 Penalty: 3117.175049 Iteration 6F: 3 clusters Score -1390760 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -1391205.000000 Penalty: 3117.175049 Iteration 7Q: 3 clusters Score -1391205 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -1391649.875000 Penalty: 3117.175049 Iteration 8Q: 3 clusters Score -1391650 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -1391999.000000 Penalty: 3117.175049 Iteration 9Q: 3 clusters Score -1391999 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -1392209.250000 Penalty: 3117.175049 Iteration 10Q: 3 clusters Score -1392209 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -1392324.500000 Penalty: 3117.175049 Iteration 11Q: 3 clusters Score -1392324 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -1392398.500000 Penalty: 3117.175049 Iteration 12Q: 3 clusters Score -1392398 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -1392437.875000 Penalty: 3117.175049 Iteration 13Q: 3 clusters Score -1392438 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1392465.000000 Penalty: 3117.175049 Iteration 14Q: 3 clusters Score -1392465 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -1392491.500000 Penalty: 3117.175049 Iteration 15Q: 3 clusters Score -1392492 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -1392510.375000 Penalty: 3117.175049 Iteration 16Q: 3 clusters Score -1392510 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -1392528.750000 Penalty: 3117.175049 Iteration 17Q: 3 clusters Score -1392529 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 8485 members Entering Unmasked Estep Score: -1392543.000000 Penalty: 3117.175049 Iteration 18Q: 3 clusters Score -1392543 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -1392557.750000 Penalty: 3117.175049 Iteration 19Q: 3 clusters Score -1392558 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -1392566.375000 Penalty: 3117.175049 Iteration 20F: 3 clusters Score -1392566 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -1392578.625000 Penalty: 3117.175049 Iteration 21Q: 3 clusters Score -1392579 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -1392592.875000 Penalty: 3117.175049 Iteration 22Q: 3 clusters Score -1392593 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -1392602.750000 Penalty: 3117.175049 Iteration 23Q: 3 clusters Score -1392603 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 8935 members Entering Unmasked Estep Score: -1392619.250000 Penalty: 3117.175049 Iteration 24Q: 3 clusters Score -1392619 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -1392631.125000 Penalty: 3117.175049 Iteration 25Q: 3 clusters Score -1392631 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -1392642.000000 Penalty: 3117.175049 Iteration 26Q: 3 clusters Score -1392642 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -1392656.000000 Penalty: 3117.175049 Iteration 27Q: 3 clusters Score -1392656 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -1392671.125000 Penalty: 3117.175049 Iteration 28Q: 3 clusters Score -1392671 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -1392697.625000 Penalty: 3117.175049 Iteration 29Q: 3 clusters Score -1392698 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -1392708.000000 Penalty: 3117.175049 Iteration 30Q: 3 clusters Score -1392708 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 9510 members Entering Unmasked Estep Score: -1392719.000000 Penalty: 3117.175049 Iteration 31Q: 3 clusters Score -1392719 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 9574 members Entering Unmasked Estep Score: -1392735.500000 Penalty: 3117.175049 Iteration 32Q: 3 clusters Score -1392736 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -1392744.000000 Penalty: 3117.175049 Iteration 33Q: 3 clusters Score -1392744 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -1392754.625000 Penalty: 3117.175049 Iteration 34Q: 3 clusters Score -1392755 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -1392759.750000 Penalty: 3117.175049 Iteration 35Q: 3 clusters Score -1392760 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -1392773.000000 Penalty: 3117.175049 Iteration 36Q: 3 clusters Score -1392773 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 9849 members Entering Unmasked Estep Score: -1392778.625000 Penalty: 3117.175049 Iteration 37Q: 3 clusters Score -1392779 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -1392789.500000 Penalty: 3117.175049 Iteration 38Q: 3 clusters Score -1392790 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 9977 members Entering Unmasked Estep Score: -1392794.250000 Penalty: 3117.175049 Iteration 39Q: 3 clusters Score -1392794 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -1392805.375000 Penalty: 3117.175049 Iteration 40F: 3 clusters Score -1392805 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 10070 members Entering Unmasked Estep Score: -1392812.375000 Penalty: 3117.175049 Iteration 41Q: 3 clusters Score -1392812 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -1392829.625000 Penalty: 3117.175049 Iteration 42Q: 3 clusters Score -1392830 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -1392839.875000 Penalty: 3117.175049 Iteration 43Q: 3 clusters Score -1392840 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -1392860.875000 Penalty: 3117.175049 Iteration 44Q: 3 clusters Score -1392861 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -1392875.500000 Penalty: 3117.175049 Iteration 45Q: 3 clusters Score -1392876 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 10438 members Entering Unmasked Estep Score: -1392887.125000 Penalty: 3117.175049 Iteration 46Q: 3 clusters Score -1392887 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -1392900.125000 Penalty: 3117.175049 Iteration 47Q: 3 clusters Score -1392900 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -1392918.625000 Penalty: 3117.175049 Iteration 48Q: 3 clusters Score -1392919 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 10681 members Entering Unmasked Estep Score: -1392939.875000 Penalty: 3117.175049 Iteration 49Q: 3 clusters Score -1392940 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -1392954.250000 Penalty: 3117.175049 Iteration 50Q: 3 clusters Score -1392954 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -1392970.500000 Penalty: 3117.175049 Iteration 51Q: 3 clusters Score -1392970 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 10911 members Entering Unmasked Estep Score: -1392982.750000 Penalty: 3117.175049 Iteration 52Q: 3 clusters Score -1392983 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 10983 members Entering Unmasked Estep Score: -1392998.375000 Penalty: 3117.175049 Iteration 53Q: 3 clusters Score -1392998 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -1393012.750000 Penalty: 3117.175049 Iteration 54Q: 3 clusters Score -1393013 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -1393024.500000 Penalty: 3117.175049 Iteration 55Q: 3 clusters Score -1393024 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 11168 members Entering Unmasked Estep Score: -1393041.750000 Penalty: 3117.175049 Iteration 56Q: 3 clusters Score -1393042 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -1393060.000000 Penalty: 3117.175049 Iteration 57Q: 3 clusters Score -1393060 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1393072.125000 Penalty: 3117.175049 Iteration 58Q: 3 clusters Score -1393072 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -1393085.875000 Penalty: 3117.175049 Iteration 59Q: 3 clusters Score -1393086 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -1393100.375000 Penalty: 3117.175049 Iteration 60F: 3 clusters Score -1393100 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 11465 members Entering Unmasked Estep Score: -1393109.875000 Penalty: 3117.175049 Iteration 61Q: 3 clusters Score -1393110 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -1393112.250000 Penalty: 3117.175049 Iteration 62Q: 3 clusters Score -1393112 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -1393114.375000 Penalty: 3117.175049 Iteration 63Q: 3 clusters Score -1393114 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -1393122.375000 Penalty: 3117.175049 Iteration 64Q: 3 clusters Score -1393122 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -1393126.375000 Penalty: 3117.175049 Iteration 65Q: 3 clusters Score -1393126 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -1393130.250000 Penalty: 3117.175049 Iteration 66Q: 3 clusters Score -1393130 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 11651 members Entering Unmasked Estep Score: -1393136.625000 Penalty: 3117.175049 Iteration 67Q: 3 clusters Score -1393137 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -1393139.750000 Penalty: 3117.175049 Iteration 68Q: 3 clusters Score -1393140 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 11720 members Entering Unmasked Estep Score: -1393147.500000 Penalty: 3117.175049 Iteration 69Q: 3 clusters Score -1393148 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -1393153.250000 Penalty: 3117.175049 Iteration 70Q: 3 clusters Score -1393153 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 11785 members Entering Unmasked Estep Score: -1393155.500000 Penalty: 3117.175049 Iteration 71Q: 3 clusters Score -1393156 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -1393161.500000 Penalty: 3117.175049 Iteration 72Q: 3 clusters Score -1393162 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 11838 members Entering Unmasked Estep Score: -1393163.500000 Penalty: 3117.175049 Iteration 73Q: 3 clusters Score -1393164 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 11864 members Entering Unmasked Estep Score: -1393173.250000 Penalty: 3117.175049 Iteration 74Q: 3 clusters Score -1393173 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -1393175.625000 Penalty: 3117.175049 Iteration 75Q: 3 clusters Score -1393176 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -1393184.125000 Penalty: 3117.175049 Iteration 76Q: 3 clusters Score -1393184 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -1393183.625000 Penalty: 3117.175049 Iteration 77Q: 3 clusters Score -1393184 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -1393190.250000 Penalty: 3117.175049 Iteration 78Q: 3 clusters Score -1393190 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -1393193.875000 Penalty: 3117.175049 Iteration 79Q: 3 clusters Score -1393194 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -1393200.125000 Penalty: 3117.175049 Iteration 80F: 3 clusters Score -1393200 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 12063 members Entering Unmasked Estep Score: -1393209.250000 Penalty: 3117.175049 Iteration 81Q: 3 clusters Score -1393209 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -1393217.125000 Penalty: 3117.175049 Iteration 82Q: 3 clusters Score -1393217 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -1393224.750000 Penalty: 3117.175049 Iteration 83Q: 3 clusters Score -1393225 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 12163 members Entering Unmasked Estep Score: -1393231.875000 Penalty: 3117.175049 Iteration 84Q: 3 clusters Score -1393232 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -1393232.875000 Penalty: 3117.175049 Iteration 85Q: 3 clusters Score -1393233 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -1393235.875000 Penalty: 3117.175049 Iteration 86Q: 3 clusters Score -1393236 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -1393235.375000 Penalty: 3117.175049 Iteration 87Q: 3 clusters Score -1393235 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -1393240.375000 Penalty: 3117.175049 Iteration 88Q: 3 clusters Score -1393240 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 12252 members Entering Unmasked Estep Score: -1393242.625000 Penalty: 3117.175049 Iteration 89Q: 3 clusters Score -1393243 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -1393243.625000 Penalty: 3117.175049 Iteration 90Q: 3 clusters Score -1393244 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 12276 members Entering Unmasked Estep Score: -1393243.875000 Penalty: 3117.175049 Iteration 91Q: 3 clusters Score -1393244 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -1393244.000000 Penalty: 3117.175049 Iteration 92Q: 3 clusters Score -1393244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -1393244.375000 Penalty: 3117.175049 Iteration 93Q: 3 clusters Score -1393244 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 12303 members Entering Unmasked Estep Score: -1393247.750000 Penalty: 3117.175049 Iteration 94Q: 3 clusters Score -1393248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 12307 members Entering Unmasked Estep Score: -1393247.375000 Penalty: 3117.175049 Iteration 95Q: 3 clusters Score -1393247 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -1393247.000000 Penalty: 3117.175049 Iteration 96Q: 3 clusters Score -1393247 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -1393245.625000 Penalty: 3117.175049 Iteration 97Q: 3 clusters Score -1393246 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 12310 members Entering Unmasked Estep Score: -1393245.250000 Penalty: 3117.175049 Iteration 98Q: 3 clusters Score -1393245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 12311 members Entering Unmasked Estep Score: -1393244.000000 Penalty: 3117.175049 Iteration 99Q: 3 clusters Score -1393244 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 12311 members Entering Unmasked Estep Score: -1393244.000000 Penalty: 3117.175049 Iteration 100F: 3 clusters Score -1393244 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Entering Unmasked Estep Score: -576653.500000 Penalty: 1415.743408 Iteration 0F: 2 clusters Score -576653.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -572007.812500 Penalty: 2831.486816 Iteration 0F: 3 clusters Score -572007.8 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -573371.312500 Penalty: 2831.486816 Iteration 1F: 3 clusters Score -573371.3 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -573614.500000 Penalty: 2831.486816 Iteration 2F: 3 clusters Score -573614.5 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -573877.812500 Penalty: 2831.486816 Iteration 3F: 3 clusters Score -573877.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -574166.062500 Penalty: 2831.486816 Iteration 4F: 3 clusters Score -574166.1 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -574500.062500 Penalty: 2831.486816 Iteration 5F: 3 clusters Score -574500.1 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -574789.937500 Penalty: 2831.486816 Iteration 6F: 3 clusters Score -574789.9 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -575022.437500 Penalty: 2831.486816 Iteration 7F: 3 clusters Score -575022.4 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -575231.500000 Penalty: 2831.486816 Iteration 8F: 3 clusters Score -575231.5 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -575402.875000 Penalty: 2831.486816 Iteration 9Q: 3 clusters Score -575402.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -575528.125000 Penalty: 2831.486816 Iteration 10Q: 3 clusters Score -575528.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -575616.625000 Penalty: 2831.486816 Iteration 11Q: 3 clusters Score -575616.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -575685.875000 Penalty: 2831.486816 Iteration 12Q: 3 clusters Score -575685.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -575753.312500 Penalty: 2831.486816 Iteration 13Q: 3 clusters Score -575753.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -575815.875000 Penalty: 2831.486816 Iteration 14Q: 3 clusters Score -575815.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -575880.375000 Penalty: 2831.486816 Iteration 15Q: 3 clusters Score -575880.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -575940.000000 Penalty: 2831.486816 Iteration 16Q: 3 clusters Score -575940 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -575990.625000 Penalty: 2831.486816 Iteration 17Q: 3 clusters Score -575990.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -576037.187500 Penalty: 2831.486816 Iteration 18Q: 3 clusters Score -576037.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -576085.250000 Penalty: 2831.486816 Iteration 19Q: 3 clusters Score -576085.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -576127.500000 Penalty: 2831.486816 Iteration 20F: 3 clusters Score -576127.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -576160.687500 Penalty: 2831.486816 Iteration 21Q: 3 clusters Score -576160.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -576192.062500 Penalty: 2831.486816 Iteration 22Q: 3 clusters Score -576192.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -576211.562500 Penalty: 2831.486816 Iteration 23Q: 3 clusters Score -576211.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -576225.062500 Penalty: 2831.486816 Iteration 24Q: 3 clusters Score -576225.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -576237.500000 Penalty: 2831.486816 Iteration 25Q: 3 clusters Score -576237.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -576251.500000 Penalty: 2831.486816 Iteration 26Q: 3 clusters Score -576251.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -576262.812500 Penalty: 2831.486816 Iteration 27Q: 3 clusters Score -576262.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -576271.312500 Penalty: 2831.486816 Iteration 28Q: 3 clusters Score -576271.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -576288.562500 Penalty: 2831.486816 Iteration 29Q: 3 clusters Score -576288.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -576304.750000 Penalty: 2831.486816 Iteration 30Q: 3 clusters Score -576304.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -576324.187500 Penalty: 2831.486816 Iteration 31Q: 3 clusters Score -576324.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -576341.375000 Penalty: 2831.486816 Iteration 32Q: 3 clusters Score -576341.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -576349.562500 Penalty: 2831.486816 Iteration 33Q: 3 clusters Score -576349.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -576359.687500 Penalty: 2831.486816 Iteration 34Q: 3 clusters Score -576359.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -576366.562500 Penalty: 2831.486816 Iteration 35Q: 3 clusters Score -576366.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -576374.187500 Penalty: 2831.486816 Iteration 36Q: 3 clusters Score -576374.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -576378.187500 Penalty: 2831.486816 Iteration 37Q: 3 clusters Score -576378.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -576382.312500 Penalty: 2831.486816 Iteration 38Q: 3 clusters Score -576382.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -576385.125000 Penalty: 2831.486816 Iteration 39Q: 3 clusters Score -576385.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -576385.125000 Penalty: 2831.486816 Iteration 40F: 3 clusters Score -576385.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Entering Unmasked Estep Score: -256293.156250 Penalty: 1278.777832 Iteration 0F: 2 clusters Score -256293.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -253795.937500 Penalty: 2557.555664 Iteration 0F: 3 clusters Score -253795.9 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -254396.187500 Penalty: 2557.555664 Iteration 1F: 3 clusters Score -254396.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -254550.156250 Penalty: 2557.555664 Iteration 2F: 3 clusters Score -254550.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -254661.687500 Penalty: 2557.555664 Iteration 3F: 3 clusters Score -254661.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -254752.562500 Penalty: 2557.555664 Iteration 4Q: 3 clusters Score -254752.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -254824.562500 Penalty: 2557.555664 Iteration 5Q: 3 clusters Score -254824.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -254899.515625 Penalty: 2557.555664 Iteration 6Q: 3 clusters Score -254899.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -254957.859375 Penalty: 2557.555664 Iteration 7Q: 3 clusters Score -254957.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -255003.890625 Penalty: 2557.555664 Iteration 8Q: 3 clusters Score -255003.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -255047.015625 Penalty: 2557.555664 Iteration 9Q: 3 clusters Score -255047 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -255073.109375 Penalty: 2557.555664 Iteration 10Q: 3 clusters Score -255073.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -255099.781250 Penalty: 2557.555664 Iteration 11Q: 3 clusters Score -255099.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -255123.375000 Penalty: 2557.555664 Iteration 12Q: 3 clusters Score -255123.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -255146.546875 Penalty: 2557.555664 Iteration 13Q: 3 clusters Score -255146.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -255167.078125 Penalty: 2557.555664 Iteration 14Q: 3 clusters Score -255167.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -255185.671875 Penalty: 2557.555664 Iteration 15Q: 3 clusters Score -255185.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -255195.031250 Penalty: 2557.555664 Iteration 16Q: 3 clusters Score -255195 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -255201.750000 Penalty: 2557.555664 Iteration 17Q: 3 clusters Score -255201.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -255206.390625 Penalty: 2557.555664 Iteration 18Q: 3 clusters Score -255206.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -255208.703125 Penalty: 2557.555664 Iteration 19Q: 3 clusters Score -255208.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -255211.312500 Penalty: 2557.555664 Iteration 20F: 3 clusters Score -255211.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -255215.359375 Penalty: 2557.555664 Iteration 21Q: 3 clusters Score -255215.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -255219.015625 Penalty: 2557.555664 Iteration 22Q: 3 clusters Score -255219 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -255220.140625 Penalty: 2557.555664 Iteration 23Q: 3 clusters Score -255220.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -255220.718750 Penalty: 2557.555664 Iteration 24Q: 3 clusters Score -255220.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -255221.484375 Penalty: 2557.555664 Iteration 25Q: 3 clusters Score -255221.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -255222.031250 Penalty: 2557.555664 Iteration 26Q: 3 clusters Score -255222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -255223.531250 Penalty: 2557.555664 Iteration 27Q: 3 clusters Score -255223.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -255224.343750 Penalty: 2557.555664 Iteration 28Q: 3 clusters Score -255224.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -255224.984375 Penalty: 2557.555664 Iteration 29Q: 3 clusters Score -255225 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -255227.078125 Penalty: 2557.555664 Iteration 30Q: 3 clusters Score -255227.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -255228.062500 Penalty: 2557.555664 Iteration 31Q: 3 clusters Score -255228.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -255229.281250 Penalty: 2557.555664 Iteration 32Q: 3 clusters Score -255229.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -255231.062500 Penalty: 2557.555664 Iteration 33Q: 3 clusters Score -255231.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -255232.734375 Penalty: 2557.555664 Iteration 34Q: 3 clusters Score -255232.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -255235.171875 Penalty: 2557.555664 Iteration 35Q: 3 clusters Score -255235.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -255238.140625 Penalty: 2557.555664 Iteration 36Q: 3 clusters Score -255238.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -255240.921875 Penalty: 2557.555664 Iteration 37Q: 3 clusters Score -255240.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -255246.171875 Penalty: 2557.555664 Iteration 38Q: 3 clusters Score -255246.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -255251.296875 Penalty: 2557.555664 Iteration 39Q: 3 clusters Score -255251.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -255257.781250 Penalty: 2557.555664 Iteration 40F: 3 clusters Score -255257.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -255264.406250 Penalty: 2557.555664 Iteration 41Q: 3 clusters Score -255264.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -255269.390625 Penalty: 2557.555664 Iteration 42Q: 3 clusters Score -255269.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -255273.125000 Penalty: 2557.555664 Iteration 43Q: 3 clusters Score -255273.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -255276.328125 Penalty: 2557.555664 Iteration 44Q: 3 clusters Score -255276.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -255280.468750 Penalty: 2557.555664 Iteration 45Q: 3 clusters Score -255280.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -255286.000000 Penalty: 2557.555664 Iteration 46Q: 3 clusters Score -255286 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -255289.625000 Penalty: 2557.555664 Iteration 47Q: 3 clusters Score -255289.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -255293.687500 Penalty: 2557.555664 Iteration 48Q: 3 clusters Score -255293.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -255299.078125 Penalty: 2557.555664 Iteration 49Q: 3 clusters Score -255299.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -255302.015625 Penalty: 2557.555664 Iteration 50Q: 3 clusters Score -255302 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -255303.531250 Penalty: 2557.555664 Iteration 51Q: 3 clusters Score -255303.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -255305.640625 Penalty: 2557.555664 Iteration 52Q: 3 clusters Score -255305.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -255308.125000 Penalty: 2557.555664 Iteration 53Q: 3 clusters Score -255308.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -255311.109375 Penalty: 2557.555664 Iteration 54Q: 3 clusters Score -255311.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -255311.921875 Penalty: 2557.555664 Iteration 55Q: 3 clusters Score -255311.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -255312.781250 Penalty: 2557.555664 Iteration 56Q: 3 clusters Score -255312.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -255313.437500 Penalty: 2557.555664 Iteration 57Q: 3 clusters Score -255313.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -255314.171875 Penalty: 2557.555664 Iteration 58Q: 3 clusters Score -255314.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -255315.328125 Penalty: 2557.555664 Iteration 59Q: 3 clusters Score -255315.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -255315.625000 Penalty: 2557.555664 Iteration 60F: 3 clusters Score -255315.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Entering Unmasked Estep Score: -122404.609375 Penalty: 1180.745850 Iteration 0F: 2 clusters Score -122404.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -120663.523438 Penalty: 2361.491699 Iteration 0F: 3 clusters Score -120663.5 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -121083.703125 Penalty: 2361.491699 Iteration 1F: 3 clusters Score -121083.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -121286.789062 Penalty: 2361.491699 Iteration 2F: 3 clusters Score -121286.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -121395.500000 Penalty: 2361.491699 Iteration 3F: 3 clusters Score -121395.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -121466.625000 Penalty: 2361.491699 Iteration 4Q: 3 clusters Score -121466.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -121496.218750 Penalty: 2361.491699 Iteration 5Q: 3 clusters Score -121496.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -121529.125000 Penalty: 2361.491699 Iteration 6Q: 3 clusters Score -121529.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -121581.546875 Penalty: 2361.491699 Iteration 7Q: 3 clusters Score -121581.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -121611.398438 Penalty: 2361.491699 Iteration 8Q: 3 clusters Score -121611.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -121627.031250 Penalty: 2361.491699 Iteration 9Q: 3 clusters Score -121627 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -121633.257812 Penalty: 2361.491699 Iteration 10Q: 3 clusters Score -121633.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -121637.906250 Penalty: 2361.491699 Iteration 11Q: 3 clusters Score -121637.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -121640.609375 Penalty: 2361.491699 Iteration 12Q: 3 clusters Score -121640.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -121645.054688 Penalty: 2361.491699 Iteration 13Q: 3 clusters Score -121645.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -121651.648438 Penalty: 2361.491699 Iteration 14Q: 3 clusters Score -121651.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -121656.234375 Penalty: 2361.491699 Iteration 15Q: 3 clusters Score -121656.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -121658.226562 Penalty: 2361.491699 Iteration 16Q: 3 clusters Score -121658.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -121658.617188 Penalty: 2361.491699 Iteration 17Q: 3 clusters Score -121658.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -121661.070312 Penalty: 2361.491699 Iteration 18Q: 3 clusters Score -121661.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -121662.843750 Penalty: 2361.491699 Iteration 19Q: 3 clusters Score -121662.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -121664.250000 Penalty: 2361.491699 Iteration 20F: 3 clusters Score -121664.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -121664.781250 Penalty: 2361.491699 Iteration 21Q: 3 clusters Score -121664.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -121664.921875 Penalty: 2361.491699 Iteration 22Q: 3 clusters Score -121664.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -121664.921875 Penalty: 2361.491699 Iteration 23F: 3 clusters Score -121664.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Entering Unmasked Estep Score: -33864.433594 Penalty: 985.742615 Iteration 0F: 2 clusters Score -33864.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -32962.195312 Penalty: 1971.485229 Iteration 0F: 3 clusters Score -32962.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -33236.406250 Penalty: 1971.485229 Iteration 1F: 3 clusters Score -33236.41 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -33274.269531 Penalty: 1971.485229 Iteration 2F: 3 clusters Score -33274.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -33291.652344 Penalty: 1971.485229 Iteration 3Q: 3 clusters Score -33291.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -33315.816406 Penalty: 1971.485229 Iteration 4Q: 3 clusters Score -33315.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33354.980469 Penalty: 1971.485229 Iteration 5Q: 3 clusters Score -33354.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -33373.605469 Penalty: 1971.485229 Iteration 6Q: 3 clusters Score -33373.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33389.195312 Penalty: 1971.485229 Iteration 7Q: 3 clusters Score -33389.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33403.144531 Penalty: 1971.485229 Iteration 8Q: 3 clusters Score -33403.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -33416.796875 Penalty: 1971.485229 Iteration 9Q: 3 clusters Score -33416.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33419.050781 Penalty: 1971.485229 Iteration 10Q: 3 clusters Score -33419.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -33421.851562 Penalty: 1971.485229 Iteration 11Q: 3 clusters Score -33421.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -33421.851562 Penalty: 1971.485229 Iteration 12F: 3 clusters Score -33421.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Entering Unmasked Estep Score: -99072.445312 Penalty: 1125.089722 Iteration 0F: 2 clusters Score -99072.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -97637.867188 Penalty: 2250.179443 Iteration 0F: 3 clusters Score -97637.87 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -97875.414062 Penalty: 2250.179443 Iteration 1F: 3 clusters Score -97875.41 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -97935.117188 Penalty: 2250.179443 Iteration 2F: 3 clusters Score -97935.12 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -97979.445312 Penalty: 2250.179443 Iteration 3Q: 3 clusters Score -97979.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -98000.546875 Penalty: 2250.179443 Iteration 4Q: 3 clusters Score -98000.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -98013.789062 Penalty: 2250.179443 Iteration 5Q: 3 clusters Score -98013.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -98022.843750 Penalty: 2250.179443 Iteration 6Q: 3 clusters Score -98022.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -98027.109375 Penalty: 2250.179443 Iteration 7Q: 3 clusters Score -98027.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -98029.296875 Penalty: 2250.179443 Iteration 8Q: 3 clusters Score -98029.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -98032.921875 Penalty: 2250.179443 Iteration 9Q: 3 clusters Score -98032.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -98034.257812 Penalty: 2250.179443 Iteration 10Q: 3 clusters Score -98034.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -98034.257812 Penalty: 2250.179443 Iteration 11F: 3 clusters Score -98034.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Entering Unmasked Estep Score: -168819.406250 Penalty: 1207.874756 Iteration 0F: 2 clusters Score -168819.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -166941.812500 Penalty: 2415.749512 Iteration 0F: 3 clusters Score -166941.8 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -167317.734375 Penalty: 2415.749512 Iteration 1F: 3 clusters Score -167317.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -167422.828125 Penalty: 2415.749512 Iteration 2F: 3 clusters Score -167422.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -167481.265625 Penalty: 2415.749512 Iteration 3Q: 3 clusters Score -167481.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -167512.625000 Penalty: 2415.749512 Iteration 4Q: 3 clusters Score -167512.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -167534.343750 Penalty: 2415.749512 Iteration 5Q: 3 clusters Score -167534.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -167553.453125 Penalty: 2415.749512 Iteration 6Q: 3 clusters Score -167553.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -167568.296875 Penalty: 2415.749512 Iteration 7Q: 3 clusters Score -167568.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -167583.906250 Penalty: 2415.749512 Iteration 8Q: 3 clusters Score -167583.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -167598.703125 Penalty: 2415.749512 Iteration 9Q: 3 clusters Score -167598.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -167611.937500 Penalty: 2415.749512 Iteration 10Q: 3 clusters Score -167611.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -167620.218750 Penalty: 2415.749512 Iteration 11Q: 3 clusters Score -167620.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -167629.875000 Penalty: 2415.749512 Iteration 12Q: 3 clusters Score -167629.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -167642.718750 Penalty: 2415.749512 Iteration 13Q: 3 clusters Score -167642.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -167664.781250 Penalty: 2415.749512 Iteration 14Q: 3 clusters Score -167664.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -167694.125000 Penalty: 2415.749512 Iteration 15Q: 3 clusters Score -167694.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -167716.843750 Penalty: 2415.749512 Iteration 16Q: 3 clusters Score -167716.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -167746.906250 Penalty: 2415.749512 Iteration 17Q: 3 clusters Score -167746.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -167771.171875 Penalty: 2415.749512 Iteration 18Q: 3 clusters Score -167771.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -167808.156250 Penalty: 2415.749512 Iteration 19Q: 3 clusters Score -167808.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -167831.312500 Penalty: 2415.749512 Iteration 20F: 3 clusters Score -167831.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -167851.781250 Penalty: 2415.749512 Iteration 21Q: 3 clusters Score -167851.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -167869.640625 Penalty: 2415.749512 Iteration 22Q: 3 clusters Score -167869.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -167887.937500 Penalty: 2415.749512 Iteration 23Q: 3 clusters Score -167887.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -167904.937500 Penalty: 2415.749512 Iteration 24Q: 3 clusters Score -167904.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -167922.000000 Penalty: 2415.749512 Iteration 25Q: 3 clusters Score -167922 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -167935.546875 Penalty: 2415.749512 Iteration 26Q: 3 clusters Score -167935.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -167950.265625 Penalty: 2415.749512 Iteration 27Q: 3 clusters Score -167950.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -167968.078125 Penalty: 2415.749512 Iteration 28Q: 3 clusters Score -167968.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -167979.062500 Penalty: 2415.749512 Iteration 29Q: 3 clusters Score -167979.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -167983.562500 Penalty: 2415.749512 Iteration 30Q: 3 clusters Score -167983.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -167989.421875 Penalty: 2415.749512 Iteration 31Q: 3 clusters Score -167989.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -167996.781250 Penalty: 2415.749512 Iteration 32Q: 3 clusters Score -167996.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -168004.343750 Penalty: 2415.749512 Iteration 33Q: 3 clusters Score -168004.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -168008.875000 Penalty: 2415.749512 Iteration 34Q: 3 clusters Score -168008.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -168012.765625 Penalty: 2415.749512 Iteration 35Q: 3 clusters Score -168012.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -168014.390625 Penalty: 2415.749512 Iteration 36Q: 3 clusters Score -168014.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -168018.250000 Penalty: 2415.749512 Iteration 37Q: 3 clusters Score -168018.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -168021.500000 Penalty: 2415.749512 Iteration 38Q: 3 clusters Score -168021.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -168023.734375 Penalty: 2415.749512 Iteration 39Q: 3 clusters Score -168023.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -168024.812500 Penalty: 2415.749512 Iteration 40F: 3 clusters Score -168024.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -168026.218750 Penalty: 2415.749512 Iteration 41Q: 3 clusters Score -168026.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -168026.968750 Penalty: 2415.749512 Iteration 42Q: 3 clusters Score -168027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -168027.500000 Penalty: 2415.749512 Iteration 43Q: 3 clusters Score -168027.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -168027.500000 Penalty: 2415.749512 Iteration 44F: 3 clusters Score -168027.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -33484.515625 Penalty: 954.676270 Iteration 0F: 2 clusters Score -33484.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -32531.013672 Penalty: 1909.352539 Iteration 0F: 3 clusters Score -32531.01 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -32664.382812 Penalty: 1909.352539 Iteration 1F: 3 clusters Score -32664.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -32699.650391 Penalty: 1909.352539 Iteration 2Q: 3 clusters Score -32699.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -32712.933594 Penalty: 1909.352539 Iteration 3Q: 3 clusters Score -32712.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -32712.933594 Penalty: 1909.352539 Iteration 4F: 3 clusters Score -32712.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Entering Unmasked Estep Score: -42037.195312 Penalty: 987.616882 Iteration 0F: 2 clusters Score -42037.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -41066.914062 Penalty: 1975.233765 Iteration 0F: 3 clusters Score -41066.91 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -41235.265625 Penalty: 1975.233765 Iteration 1F: 3 clusters Score -41235.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -41301.347656 Penalty: 1975.233765 Iteration 2F: 3 clusters Score -41301.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -41326.761719 Penalty: 1975.233765 Iteration 3Q: 3 clusters Score -41326.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -41336.945312 Penalty: 1975.233765 Iteration 4Q: 3 clusters Score -41336.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -41337.457031 Penalty: 1975.233765 Iteration 5Q: 3 clusters Score -41337.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -41342.144531 Penalty: 1975.233765 Iteration 6Q: 3 clusters Score -41342.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -41343.250000 Penalty: 1975.233765 Iteration 7Q: 3 clusters Score -41343.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -41343.250000 Penalty: 1975.233765 Iteration 8F: 3 clusters Score -41343.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -124660.968750 Penalty: 1163.889526 Iteration 0F: 2 clusters Score -124661 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -123060.679688 Penalty: 2327.779053 Iteration 0F: 3 clusters Score -123060.7 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -123350.367188 Penalty: 2327.779053 Iteration 1F: 3 clusters Score -123350.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -123469.570312 Penalty: 2327.779053 Iteration 2F: 3 clusters Score -123469.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -123553.984375 Penalty: 2327.779053 Iteration 3F: 3 clusters Score -123554 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -123597.929688 Penalty: 2327.779053 Iteration 4Q: 3 clusters Score -123597.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -123625.539062 Penalty: 2327.779053 Iteration 5Q: 3 clusters Score -123625.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -123648.453125 Penalty: 2327.779053 Iteration 6Q: 3 clusters Score -123648.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -123665.421875 Penalty: 2327.779053 Iteration 7Q: 3 clusters Score -123665.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -123684.312500 Penalty: 2327.779053 Iteration 8Q: 3 clusters Score -123684.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -123698.953125 Penalty: 2327.779053 Iteration 9Q: 3 clusters Score -123699 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -123708.367188 Penalty: 2327.779053 Iteration 10Q: 3 clusters Score -123708.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -123717.476562 Penalty: 2327.779053 Iteration 11Q: 3 clusters Score -123717.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -123722.585938 Penalty: 2327.779053 Iteration 12Q: 3 clusters Score -123722.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -123727.203125 Penalty: 2327.779053 Iteration 13Q: 3 clusters Score -123727.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -123734.062500 Penalty: 2327.779053 Iteration 14Q: 3 clusters Score -123734.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -123739.375000 Penalty: 2327.779053 Iteration 15Q: 3 clusters Score -123739.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -123742.679688 Penalty: 2327.779053 Iteration 16Q: 3 clusters Score -123742.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -123744.554688 Penalty: 2327.779053 Iteration 17Q: 3 clusters Score -123744.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -123747.929688 Penalty: 2327.779053 Iteration 18Q: 3 clusters Score -123747.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -123751.789062 Penalty: 2327.779053 Iteration 19Q: 3 clusters Score -123751.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -123761.664062 Penalty: 2327.779053 Iteration 20F: 3 clusters Score -123761.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -123780.250000 Penalty: 2327.779053 Iteration 21Q: 3 clusters Score -123780.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -123805.921875 Penalty: 2327.779053 Iteration 22Q: 3 clusters Score -123805.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -123838.132812 Penalty: 2327.779053 Iteration 23Q: 3 clusters Score -123838.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -123851.210938 Penalty: 2327.779053 Iteration 24Q: 3 clusters Score -123851.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -123861.015625 Penalty: 2327.779053 Iteration 25Q: 3 clusters Score -123861 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -123872.968750 Penalty: 2327.779053 Iteration 26Q: 3 clusters Score -123873 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -123889.828125 Penalty: 2327.779053 Iteration 27Q: 3 clusters Score -123889.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -123906.101562 Penalty: 2327.779053 Iteration 28Q: 3 clusters Score -123906.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -123919.867188 Penalty: 2327.779053 Iteration 29Q: 3 clusters Score -123919.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -123928.718750 Penalty: 2327.779053 Iteration 30Q: 3 clusters Score -123928.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -123941.687500 Penalty: 2327.779053 Iteration 31Q: 3 clusters Score -123941.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -123947.359375 Penalty: 2327.779053 Iteration 32Q: 3 clusters Score -123947.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -123950.210938 Penalty: 2327.779053 Iteration 33Q: 3 clusters Score -123950.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -123952.304688 Penalty: 2327.779053 Iteration 34Q: 3 clusters Score -123952.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -123953.867188 Penalty: 2327.779053 Iteration 35Q: 3 clusters Score -123953.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -123954.843750 Penalty: 2327.779053 Iteration 36Q: 3 clusters Score -123954.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -123954.820312 Penalty: 2327.779053 Iteration 37Q: 3 clusters Score -123954.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -123954.820312 Penalty: 2327.779053 Iteration 38F: 3 clusters Score -123954.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Entering Unmasked Estep Score: -107095.242188 Penalty: 1137.998169 Iteration 0F: 2 clusters Score -107095.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -105592.109375 Penalty: 2275.996338 Iteration 0F: 3 clusters Score -105592.1 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -105855.156250 Penalty: 2275.996338 Iteration 1F: 3 clusters Score -105855.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -105930.101562 Penalty: 2275.996338 Iteration 2F: 3 clusters Score -105930.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -105969.632812 Penalty: 2275.996338 Iteration 3Q: 3 clusters Score -105969.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -106002.820312 Penalty: 2275.996338 Iteration 4Q: 3 clusters Score -106002.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -106015.375000 Penalty: 2275.996338 Iteration 5Q: 3 clusters Score -106015.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -106029.531250 Penalty: 2275.996338 Iteration 6Q: 3 clusters Score -106029.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -106036.398438 Penalty: 2275.996338 Iteration 7Q: 3 clusters Score -106036.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -106038.953125 Penalty: 2275.996338 Iteration 8Q: 3 clusters Score -106039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -106038.953125 Penalty: 2275.996338 Iteration 9F: 3 clusters Score -106039 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Entering Unmasked Estep Score: -619878.375000 Penalty: 1424.437744 Iteration 0F: 2 clusters Score -619878.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -615004.562500 Penalty: 2848.875488 Iteration 0F: 3 clusters Score -615004.6 nChanged 2714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -616597.250000 Penalty: 2848.875488 Iteration 1F: 3 clusters Score -616597.2 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -616995.687500 Penalty: 2848.875488 Iteration 2F: 3 clusters Score -616995.7 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -617349.125000 Penalty: 2848.875488 Iteration 3F: 3 clusters Score -617349.1 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -617697.812500 Penalty: 2848.875488 Iteration 4F: 3 clusters Score -617697.8 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -617997.937500 Penalty: 2848.875488 Iteration 5F: 3 clusters Score -617997.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -618242.562500 Penalty: 2848.875488 Iteration 6Q: 3 clusters Score -618242.6 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -618499.750000 Penalty: 2848.875488 Iteration 7Q: 3 clusters Score -618499.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -618775.000000 Penalty: 2848.875488 Iteration 8Q: 3 clusters Score -618775 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -619128.562500 Penalty: 2848.875488 Iteration 9Q: 3 clusters Score -619128.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -619388.562500 Penalty: 2848.875488 Iteration 10Q: 3 clusters Score -619388.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -619598.937500 Penalty: 2848.875488 Iteration 11Q: 3 clusters Score -619598.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -619764.375000 Penalty: 2848.875488 Iteration 12Q: 3 clusters Score -619764.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -619909.687500 Penalty: 2848.875488 Iteration 13Q: 3 clusters Score -619909.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -620013.750000 Penalty: 2848.875488 Iteration 14Q: 3 clusters Score -620013.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -620077.812500 Penalty: 2848.875488 Iteration 15Q: 3 clusters Score -620077.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -620113.937500 Penalty: 2848.875488 Iteration 16Q: 3 clusters Score -620113.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -620141.750000 Penalty: 2848.875488 Iteration 17Q: 3 clusters Score -620141.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -620153.875000 Penalty: 2848.875488 Iteration 18Q: 3 clusters Score -620153.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -620161.937500 Penalty: 2848.875488 Iteration 19Q: 3 clusters Score -620161.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -620169.250000 Penalty: 2848.875488 Iteration 20F: 3 clusters Score -620169.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -620174.562500 Penalty: 2848.875488 Iteration 21Q: 3 clusters Score -620174.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -620180.000000 Penalty: 2848.875488 Iteration 22Q: 3 clusters Score -620180 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -620182.687500 Penalty: 2848.875488 Iteration 23Q: 3 clusters Score -620182.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -620183.125000 Penalty: 2848.875488 Iteration 24Q: 3 clusters Score -620183.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -620184.187500 Penalty: 2848.875488 Iteration 25Q: 3 clusters Score -620184.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -620184.250000 Penalty: 2848.875488 Iteration 26Q: 3 clusters Score -620184.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -620184.187500 Penalty: 2848.875488 Iteration 27Q: 3 clusters Score -620184.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -620184.187500 Penalty: 2848.875488 Iteration 28F: 3 clusters Score -620184.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 640 members Mstep: Class 5 contains 8502 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 4362 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 935 members Mstep: Class 12 contains 1412 members Mstep: Class 13 contains 7229 members Mstep: Class 14 contains 14637 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 2616 members Mstep: Class 17 contains 1431 members Mstep: Class 18 contains 431 members Mstep: Class 19 contains 1016 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 356 members Mstep: Class 22 contains 436 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 1100 members Mstep: Class 25 contains 2044 members Mstep: Class 26 contains 730 members Mstep: Class 27 contains 2069 members Mstep: Class 28 contains 1276 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 815 members Mstep: Class 31 contains 7881 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1408 members Mstep: Class 34 contains 1199 members Mstep: Class 35 contains 1909 members Mstep: Class 36 contains 4367 members Entering Unmasked Estep Score: -8177197.500000 Penalty: 66583.812500 Splitting cluster 25 changes total score from -8177304.000000 to -8177197.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 26 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -71106.906250 Penalty: 1071.369751 Iteration 0F: 2 clusters Score -71106.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -69832.953125 Penalty: 2142.739502 Iteration 0F: 3 clusters Score -69832.95 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -70031.507812 Penalty: 2142.739502 Iteration 1F: 3 clusters Score -70031.51 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70097.750000 Penalty: 2142.739502 Iteration 2F: 3 clusters Score -70097.75 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -70130.046875 Penalty: 2142.739502 Iteration 3Q: 3 clusters Score -70130.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -70146.875000 Penalty: 2142.739502 Iteration 4Q: 3 clusters Score -70146.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -70165.164062 Penalty: 2142.739502 Iteration 5Q: 3 clusters Score -70165.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -70176.968750 Penalty: 2142.739502 Iteration 6Q: 3 clusters Score -70176.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -70188.187500 Penalty: 2142.739502 Iteration 7Q: 3 clusters Score -70188.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70196.250000 Penalty: 2142.739502 Iteration 8Q: 3 clusters Score -70196.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -70200.281250 Penalty: 2142.739502 Iteration 9Q: 3 clusters Score -70200.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70207.226562 Penalty: 2142.739502 Iteration 10Q: 3 clusters Score -70207.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -70215.250000 Penalty: 2142.739502 Iteration 11Q: 3 clusters Score -70215.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -70220.531250 Penalty: 2142.739502 Iteration 12Q: 3 clusters Score -70220.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -70225.226562 Penalty: 2142.739502 Iteration 13Q: 3 clusters Score -70225.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -70231.804688 Penalty: 2142.739502 Iteration 14Q: 3 clusters Score -70231.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -70239.179688 Penalty: 2142.739502 Iteration 15Q: 3 clusters Score -70239.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -70243.007812 Penalty: 2142.739502 Iteration 16Q: 3 clusters Score -70243.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -70248.531250 Penalty: 2142.739502 Iteration 17Q: 3 clusters Score -70248.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -70254.273438 Penalty: 2142.739502 Iteration 18Q: 3 clusters Score -70254.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -70262.648438 Penalty: 2142.739502 Iteration 19Q: 3 clusters Score -70262.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -70272.328125 Penalty: 2142.739502 Iteration 20F: 3 clusters Score -70272.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -70277.273438 Penalty: 2142.739502 Iteration 21Q: 3 clusters Score -70277.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -70282.820312 Penalty: 2142.739502 Iteration 22Q: 3 clusters Score -70282.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -70285.421875 Penalty: 2142.739502 Iteration 23Q: 3 clusters Score -70285.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -70289.085938 Penalty: 2142.739502 Iteration 24Q: 3 clusters Score -70289.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -70292.398438 Penalty: 2142.739502 Iteration 25Q: 3 clusters Score -70292.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70293.367188 Penalty: 2142.739502 Iteration 26Q: 3 clusters Score -70293.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70294.265625 Penalty: 2142.739502 Iteration 27Q: 3 clusters Score -70294.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70294.265625 Penalty: 2142.739502 Iteration 28F: 3 clusters Score -70294.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Entering Unmasked Estep Score: -190017.140625 Penalty: 1240.658325 Iteration 0F: 2 clusters Score -190017.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -187879.046875 Penalty: 2481.316650 Iteration 0F: 3 clusters Score -187879 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -188351.765625 Penalty: 2481.316650 Iteration 1F: 3 clusters Score -188351.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -188506.140625 Penalty: 2481.316650 Iteration 2F: 3 clusters Score -188506.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -188639.921875 Penalty: 2481.316650 Iteration 3F: 3 clusters Score -188639.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -188765.687500 Penalty: 2481.316650 Iteration 4Q: 3 clusters Score -188765.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -188859.921875 Penalty: 2481.316650 Iteration 5F: 3 clusters Score -188859.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -188956.734375 Penalty: 2481.316650 Iteration 6Q: 3 clusters Score -188956.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -189025.609375 Penalty: 2481.316650 Iteration 7Q: 3 clusters Score -189025.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -189080.437500 Penalty: 2481.316650 Iteration 8Q: 3 clusters Score -189080.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -189146.968750 Penalty: 2481.316650 Iteration 9Q: 3 clusters Score -189147 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -189201.171875 Penalty: 2481.316650 Iteration 10Q: 3 clusters Score -189201.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -189243.734375 Penalty: 2481.316650 Iteration 11Q: 3 clusters Score -189243.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -189256.796875 Penalty: 2481.316650 Iteration 12Q: 3 clusters Score -189256.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -189261.718750 Penalty: 2481.316650 Iteration 13Q: 3 clusters Score -189261.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -189265.343750 Penalty: 2481.316650 Iteration 14Q: 3 clusters Score -189265.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -189272.203125 Penalty: 2481.316650 Iteration 15Q: 3 clusters Score -189272.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -189276.875000 Penalty: 2481.316650 Iteration 16Q: 3 clusters Score -189276.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -189280.296875 Penalty: 2481.316650 Iteration 17Q: 3 clusters Score -189280.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -189285.656250 Penalty: 2481.316650 Iteration 18Q: 3 clusters Score -189285.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -189291.156250 Penalty: 2481.316650 Iteration 19Q: 3 clusters Score -189291.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -189293.437500 Penalty: 2481.316650 Iteration 20F: 3 clusters Score -189293.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -189294.062500 Penalty: 2481.316650 Iteration 21Q: 3 clusters Score -189294.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -189295.312500 Penalty: 2481.316650 Iteration 22Q: 3 clusters Score -189295.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -189295.953125 Penalty: 2481.316650 Iteration 23Q: 3 clusters Score -189296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -189297.218750 Penalty: 2481.316650 Iteration 24Q: 3 clusters Score -189297.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -189298.406250 Penalty: 2481.316650 Iteration 25Q: 3 clusters Score -189298.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -189298.406250 Penalty: 2481.316650 Iteration 26F: 3 clusters Score -189298.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Entering Unmasked Estep Score: -122554.804688 Penalty: 1162.116333 Iteration 0F: 2 clusters Score -122554.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -120936.765625 Penalty: 2324.232666 Iteration 0F: 3 clusters Score -120936.8 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -121270.132812 Penalty: 2324.232666 Iteration 1F: 3 clusters Score -121270.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -121356.609375 Penalty: 2324.232666 Iteration 2F: 3 clusters Score -121356.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -121412.414062 Penalty: 2324.232666 Iteration 3F: 3 clusters Score -121412.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -121449.742188 Penalty: 2324.232666 Iteration 4Q: 3 clusters Score -121449.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -121485.296875 Penalty: 2324.232666 Iteration 5Q: 3 clusters Score -121485.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -121516.843750 Penalty: 2324.232666 Iteration 6Q: 3 clusters Score -121516.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -121573.281250 Penalty: 2324.232666 Iteration 7Q: 3 clusters Score -121573.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -121627.101562 Penalty: 2324.232666 Iteration 8Q: 3 clusters Score -121627.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -121694.937500 Penalty: 2324.232666 Iteration 9Q: 3 clusters Score -121694.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -121783.171875 Penalty: 2324.232666 Iteration 10Q: 3 clusters Score -121783.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -121874.398438 Penalty: 2324.232666 Iteration 11Q: 3 clusters Score -121874.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -121944.875000 Penalty: 2324.232666 Iteration 12Q: 3 clusters Score -121944.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -121999.945312 Penalty: 2324.232666 Iteration 13Q: 3 clusters Score -121999.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -122060.882812 Penalty: 2324.232666 Iteration 14Q: 3 clusters Score -122060.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -122103.195312 Penalty: 2324.232666 Iteration 15Q: 3 clusters Score -122103.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -122137.085938 Penalty: 2324.232666 Iteration 16Q: 3 clusters Score -122137.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -122175.679688 Penalty: 2324.232666 Iteration 17Q: 3 clusters Score -122175.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -122191.828125 Penalty: 2324.232666 Iteration 18Q: 3 clusters Score -122191.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -122202.765625 Penalty: 2324.232666 Iteration 19Q: 3 clusters Score -122202.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -122214.390625 Penalty: 2324.232666 Iteration 20F: 3 clusters Score -122214.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -122231.898438 Penalty: 2324.232666 Iteration 21Q: 3 clusters Score -122231.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -122253.968750 Penalty: 2324.232666 Iteration 22Q: 3 clusters Score -122254 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -122266.226562 Penalty: 2324.232666 Iteration 23Q: 3 clusters Score -122266.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -122273.312500 Penalty: 2324.232666 Iteration 24Q: 3 clusters Score -122273.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -122282.648438 Penalty: 2324.232666 Iteration 25Q: 3 clusters Score -122282.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -122299.039062 Penalty: 2324.232666 Iteration 26Q: 3 clusters Score -122299 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -122320.203125 Penalty: 2324.232666 Iteration 27Q: 3 clusters Score -122320.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -122340.125000 Penalty: 2324.232666 Iteration 28Q: 3 clusters Score -122340.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -122345.562500 Penalty: 2324.232666 Iteration 29Q: 3 clusters Score -122345.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -122345.562500 Penalty: 2324.232666 Iteration 30F: 3 clusters Score -122345.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Entering Unmasked Estep Score: -177489.937500 Penalty: 1214.834717 Iteration 0F: 2 clusters Score -177489.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -175588.296875 Penalty: 2429.669434 Iteration 0F: 3 clusters Score -175588.3 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -176036.875000 Penalty: 2429.669434 Iteration 1F: 3 clusters Score -176036.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -176274.343750 Penalty: 2429.669434 Iteration 2F: 3 clusters Score -176274.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -176506.281250 Penalty: 2429.669434 Iteration 3F: 3 clusters Score -176506.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -176641.171875 Penalty: 2429.669434 Iteration 4F: 3 clusters Score -176641.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -176704.250000 Penalty: 2429.669434 Iteration 5Q: 3 clusters Score -176704.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -176741.750000 Penalty: 2429.669434 Iteration 6Q: 3 clusters Score -176741.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -176775.875000 Penalty: 2429.669434 Iteration 7Q: 3 clusters Score -176775.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -176819.234375 Penalty: 2429.669434 Iteration 8Q: 3 clusters Score -176819.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -176855.531250 Penalty: 2429.669434 Iteration 9Q: 3 clusters Score -176855.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -176889.171875 Penalty: 2429.669434 Iteration 10Q: 3 clusters Score -176889.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -176923.359375 Penalty: 2429.669434 Iteration 11Q: 3 clusters Score -176923.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -176963.687500 Penalty: 2429.669434 Iteration 12Q: 3 clusters Score -176963.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -177011.125000 Penalty: 2429.669434 Iteration 13Q: 3 clusters Score -177011.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -177044.484375 Penalty: 2429.669434 Iteration 14Q: 3 clusters Score -177044.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -177058.453125 Penalty: 2429.669434 Iteration 15Q: 3 clusters Score -177058.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -177065.265625 Penalty: 2429.669434 Iteration 16Q: 3 clusters Score -177065.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -177070.328125 Penalty: 2429.669434 Iteration 17Q: 3 clusters Score -177070.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -177079.421875 Penalty: 2429.669434 Iteration 18Q: 3 clusters Score -177079.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -177103.375000 Penalty: 2429.669434 Iteration 19Q: 3 clusters Score -177103.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -177108.593750 Penalty: 2429.669434 Iteration 20F: 3 clusters Score -177108.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -177112.171875 Penalty: 2429.669434 Iteration 21Q: 3 clusters Score -177112.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -177116.656250 Penalty: 2429.669434 Iteration 22Q: 3 clusters Score -177116.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -177120.203125 Penalty: 2429.669434 Iteration 23Q: 3 clusters Score -177120.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -177121.171875 Penalty: 2429.669434 Iteration 24Q: 3 clusters Score -177121.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -177121.171875 Penalty: 2429.669434 Iteration 25F: 3 clusters Score -177121.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -79534.679688 Penalty: 1089.268066 Iteration 0F: 2 clusters Score -79534.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -78230.351562 Penalty: 2178.536133 Iteration 0F: 3 clusters Score -78230.35 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -78580.507812 Penalty: 2178.536133 Iteration 1F: 3 clusters Score -78580.51 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -78766.000000 Penalty: 2178.536133 Iteration 2F: 3 clusters Score -78766 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -78880.585938 Penalty: 2178.536133 Iteration 3F: 3 clusters Score -78880.59 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -78938.984375 Penalty: 2178.536133 Iteration 4Q: 3 clusters Score -78938.98 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -79032.718750 Penalty: 2178.536133 Iteration 5Q: 3 clusters Score -79032.72 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -79106.539062 Penalty: 2178.536133 Iteration 6Q: 3 clusters Score -79106.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -79156.953125 Penalty: 2178.536133 Iteration 7Q: 3 clusters Score -79156.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -79190.179688 Penalty: 2178.536133 Iteration 8Q: 3 clusters Score -79190.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -79219.031250 Penalty: 2178.536133 Iteration 9Q: 3 clusters Score -79219.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -79246.367188 Penalty: 2178.536133 Iteration 10Q: 3 clusters Score -79246.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -79254.851562 Penalty: 2178.536133 Iteration 11Q: 3 clusters Score -79254.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -79258.742188 Penalty: 2178.536133 Iteration 12Q: 3 clusters Score -79258.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -79258.742188 Penalty: 2178.536133 Iteration 13F: 3 clusters Score -79258.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (7881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Entering Unmasked Estep Score: -779660.750000 Penalty: 1457.984131 Iteration 0F: 2 clusters Score -779660.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -773863.375000 Penalty: 2915.968262 Iteration 0F: 3 clusters Score -773863.4 nChanged 3358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -775636.250000 Penalty: 2915.968262 Iteration 1F: 3 clusters Score -775636.2 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -775859.750000 Penalty: 2915.968262 Iteration 2F: 3 clusters Score -775859.8 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -776081.312500 Penalty: 2915.968262 Iteration 3F: 3 clusters Score -776081.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -776249.625000 Penalty: 2915.968262 Iteration 4Q: 3 clusters Score -776249.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -776400.750000 Penalty: 2915.968262 Iteration 5Q: 3 clusters Score -776400.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -776544.812500 Penalty: 2915.968262 Iteration 6Q: 3 clusters Score -776544.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -776694.375000 Penalty: 2915.968262 Iteration 7Q: 3 clusters Score -776694.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -776814.250000 Penalty: 2915.968262 Iteration 8Q: 3 clusters Score -776814.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -776912.375000 Penalty: 2915.968262 Iteration 9Q: 3 clusters Score -776912.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -777024.500000 Penalty: 2915.968262 Iteration 10Q: 3 clusters Score -777024.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -777168.375000 Penalty: 2915.968262 Iteration 11Q: 3 clusters Score -777168.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -777299.937500 Penalty: 2915.968262 Iteration 12Q: 3 clusters Score -777299.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -777422.687500 Penalty: 2915.968262 Iteration 13Q: 3 clusters Score -777422.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -777558.875000 Penalty: 2915.968262 Iteration 14Q: 3 clusters Score -777558.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -777690.687500 Penalty: 2915.968262 Iteration 15Q: 3 clusters Score -777690.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -777817.187500 Penalty: 2915.968262 Iteration 16Q: 3 clusters Score -777817.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -777922.312500 Penalty: 2915.968262 Iteration 17Q: 3 clusters Score -777922.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -778021.250000 Penalty: 2915.968262 Iteration 18Q: 3 clusters Score -778021.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -778112.250000 Penalty: 2915.968262 Iteration 19Q: 3 clusters Score -778112.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -778190.437500 Penalty: 2915.968262 Iteration 20F: 3 clusters Score -778190.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -778248.375000 Penalty: 2915.968262 Iteration 21Q: 3 clusters Score -778248.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -778297.937500 Penalty: 2915.968262 Iteration 22Q: 3 clusters Score -778297.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -778336.062500 Penalty: 2915.968262 Iteration 23Q: 3 clusters Score -778336.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -778364.812500 Penalty: 2915.968262 Iteration 24Q: 3 clusters Score -778364.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -778387.625000 Penalty: 2915.968262 Iteration 25Q: 3 clusters Score -778387.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -778401.812500 Penalty: 2915.968262 Iteration 26Q: 3 clusters Score -778401.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -778412.000000 Penalty: 2915.968262 Iteration 27Q: 3 clusters Score -778412 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -778417.125000 Penalty: 2915.968262 Iteration 28Q: 3 clusters Score -778417.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -778422.937500 Penalty: 2915.968262 Iteration 29Q: 3 clusters Score -778422.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -778425.687500 Penalty: 2915.968262 Iteration 30Q: 3 clusters Score -778425.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -778432.937500 Penalty: 2915.968262 Iteration 31Q: 3 clusters Score -778432.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -778438.250000 Penalty: 2915.968262 Iteration 32Q: 3 clusters Score -778438.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -778444.750000 Penalty: 2915.968262 Iteration 33Q: 3 clusters Score -778444.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -778452.562500 Penalty: 2915.968262 Iteration 34Q: 3 clusters Score -778452.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -778464.125000 Penalty: 2915.968262 Iteration 35Q: 3 clusters Score -778464.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -778472.812500 Penalty: 2915.968262 Iteration 36Q: 3 clusters Score -778472.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -778476.812500 Penalty: 2915.968262 Iteration 37Q: 3 clusters Score -778476.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -778484.000000 Penalty: 2915.968262 Iteration 38Q: 3 clusters Score -778484 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -778489.750000 Penalty: 2915.968262 Iteration 39Q: 3 clusters Score -778489.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -778489.375000 Penalty: 2915.968262 Iteration 40F: 3 clusters Score -778489.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -778494.437500 Penalty: 2915.968262 Iteration 41Q: 3 clusters Score -778494.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -778499.562500 Penalty: 2915.968262 Iteration 42Q: 3 clusters Score -778499.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -778499.937500 Penalty: 2915.968262 Iteration 43Q: 3 clusters Score -778499.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -778499.062500 Penalty: 2915.968262 Iteration 44Q: 3 clusters Score -778499.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -778501.625000 Penalty: 2915.968262 Iteration 45Q: 3 clusters Score -778501.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -778502.812500 Penalty: 2915.968262 Iteration 46Q: 3 clusters Score -778502.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -778503.500000 Penalty: 2915.968262 Iteration 47Q: 3 clusters Score -778503.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -778504.000000 Penalty: 2915.968262 Iteration 48Q: 3 clusters Score -778504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -778504.375000 Penalty: 2915.968262 Iteration 49Q: 3 clusters Score -778504.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -778505.062500 Penalty: 2915.968262 Iteration 50Q: 3 clusters Score -778505.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -778505.062500 Penalty: 2915.968262 Iteration 51F: 3 clusters Score -778505.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -61010.187500 Penalty: 1040.041870 Iteration 0F: 2 clusters Score -61010.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -59863.683594 Penalty: 2080.083740 Iteration 0F: 3 clusters Score -59863.68 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -60019.257812 Penalty: 2080.083740 Iteration 1F: 3 clusters Score -60019.26 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -60068.058594 Penalty: 2080.083740 Iteration 2Q: 3 clusters Score -60068.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -60104.640625 Penalty: 2080.083740 Iteration 3Q: 3 clusters Score -60104.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -60124.742188 Penalty: 2080.083740 Iteration 4Q: 3 clusters Score -60124.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -60141.574219 Penalty: 2080.083740 Iteration 5Q: 3 clusters Score -60141.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -60163.738281 Penalty: 2080.083740 Iteration 6Q: 3 clusters Score -60163.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -60186.105469 Penalty: 2080.083740 Iteration 7Q: 3 clusters Score -60186.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -60205.574219 Penalty: 2080.083740 Iteration 8Q: 3 clusters Score -60205.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -60217.152344 Penalty: 2080.083740 Iteration 9Q: 3 clusters Score -60217.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -60226.335938 Penalty: 2080.083740 Iteration 10Q: 3 clusters Score -60226.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -60232.894531 Penalty: 2080.083740 Iteration 11Q: 3 clusters Score -60232.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -60241.886719 Penalty: 2080.083740 Iteration 12Q: 3 clusters Score -60241.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -60244.972656 Penalty: 2080.083740 Iteration 13Q: 3 clusters Score -60244.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -60249.046875 Penalty: 2080.083740 Iteration 14Q: 3 clusters Score -60249.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -60259.039062 Penalty: 2080.083740 Iteration 15Q: 3 clusters Score -60259.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -60270.890625 Penalty: 2080.083740 Iteration 16Q: 3 clusters Score -60270.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -60284.726562 Penalty: 2080.083740 Iteration 17Q: 3 clusters Score -60284.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -60296.539062 Penalty: 2080.083740 Iteration 18Q: 3 clusters Score -60296.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -60304.054688 Penalty: 2080.083740 Iteration 19Q: 3 clusters Score -60304.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60321.289062 Penalty: 2080.083740 Iteration 20F: 3 clusters Score -60321.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -60325.570312 Penalty: 2080.083740 Iteration 21Q: 3 clusters Score -60325.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -60330.449219 Penalty: 2080.083740 Iteration 22Q: 3 clusters Score -60330.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -60331.855469 Penalty: 2080.083740 Iteration 23Q: 3 clusters Score -60331.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -60335.347656 Penalty: 2080.083740 Iteration 24Q: 3 clusters Score -60335.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -60338.121094 Penalty: 2080.083740 Iteration 25Q: 3 clusters Score -60338.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -60339.535156 Penalty: 2080.083740 Iteration 26Q: 3 clusters Score -60339.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -60341.675781 Penalty: 2080.083740 Iteration 27Q: 3 clusters Score -60341.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -60346.921875 Penalty: 2080.083740 Iteration 28Q: 3 clusters Score -60346.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -60347.703125 Penalty: 2080.083740 Iteration 29Q: 3 clusters Score -60347.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -60348.003906 Penalty: 2080.083740 Iteration 30Q: 3 clusters Score -60348 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -60348.785156 Penalty: 2080.083740 Iteration 31Q: 3 clusters Score -60348.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -60348.785156 Penalty: 2080.083740 Iteration 32F: 3 clusters Score -60348.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (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: -139761.500000 Penalty: 1178.112915 Iteration 0F: 2 clusters Score -139761.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -138026.937500 Penalty: 2356.225830 Iteration 0F: 3 clusters Score -138026.9 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -138391.187500 Penalty: 2356.225830 Iteration 1F: 3 clusters Score -138391.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -138480.734375 Penalty: 2356.225830 Iteration 2F: 3 clusters Score -138480.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -138518.921875 Penalty: 2356.225830 Iteration 3Q: 3 clusters Score -138518.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -138546.281250 Penalty: 2356.225830 Iteration 4Q: 3 clusters Score -138546.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -138566.953125 Penalty: 2356.225830 Iteration 5Q: 3 clusters Score -138567 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -138582.531250 Penalty: 2356.225830 Iteration 6Q: 3 clusters Score -138582.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -138594.625000 Penalty: 2356.225830 Iteration 7Q: 3 clusters Score -138594.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -138606.203125 Penalty: 2356.225830 Iteration 8Q: 3 clusters Score -138606.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -138617.546875 Penalty: 2356.225830 Iteration 9Q: 3 clusters Score -138617.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -138624.171875 Penalty: 2356.225830 Iteration 10Q: 3 clusters Score -138624.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -138627.937500 Penalty: 2356.225830 Iteration 11Q: 3 clusters Score -138627.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -138629.406250 Penalty: 2356.225830 Iteration 12Q: 3 clusters Score -138629.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -138630.625000 Penalty: 2356.225830 Iteration 13Q: 3 clusters Score -138630.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -138631.843750 Penalty: 2356.225830 Iteration 14Q: 3 clusters Score -138631.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -138634.453125 Penalty: 2356.225830 Iteration 15Q: 3 clusters Score -138634.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -138636.625000 Penalty: 2356.225830 Iteration 16Q: 3 clusters Score -138636.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -138637.796875 Penalty: 2356.225830 Iteration 17Q: 3 clusters Score -138637.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -138638.437500 Penalty: 2356.225830 Iteration 18Q: 3 clusters Score -138638.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -138639.218750 Penalty: 2356.225830 Iteration 19Q: 3 clusters Score -138639.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -138639.218750 Penalty: 2356.225830 Iteration 20F: 3 clusters Score -138639.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Entering Unmasked Estep Score: -114380.070312 Penalty: 1152.001953 Iteration 0F: 2 clusters Score -114380.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -112799.007812 Penalty: 2304.003906 Iteration 0F: 3 clusters Score -112799 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -113127.031250 Penalty: 2304.003906 Iteration 1F: 3 clusters Score -113127 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -113213.625000 Penalty: 2304.003906 Iteration 2F: 3 clusters Score -113213.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -113256.851562 Penalty: 2304.003906 Iteration 3Q: 3 clusters Score -113256.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -113286.343750 Penalty: 2304.003906 Iteration 4Q: 3 clusters Score -113286.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -113308.601562 Penalty: 2304.003906 Iteration 5Q: 3 clusters Score -113308.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -113325.867188 Penalty: 2304.003906 Iteration 6Q: 3 clusters Score -113325.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -113334.835938 Penalty: 2304.003906 Iteration 7Q: 3 clusters Score -113334.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -113341.437500 Penalty: 2304.003906 Iteration 8Q: 3 clusters Score -113341.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -113348.179688 Penalty: 2304.003906 Iteration 9Q: 3 clusters Score -113348.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -113352.515625 Penalty: 2304.003906 Iteration 10Q: 3 clusters Score -113352.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -113357.421875 Penalty: 2304.003906 Iteration 11Q: 3 clusters Score -113357.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -113360.109375 Penalty: 2304.003906 Iteration 12Q: 3 clusters Score -113360.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -113360.148438 Penalty: 2304.003906 Iteration 13Q: 3 clusters Score -113360.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -113362.039062 Penalty: 2304.003906 Iteration 14Q: 3 clusters Score -113362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -113364.398438 Penalty: 2304.003906 Iteration 15Q: 3 clusters Score -113364.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -113367.296875 Penalty: 2304.003906 Iteration 16Q: 3 clusters Score -113367.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -113369.679688 Penalty: 2304.003906 Iteration 17Q: 3 clusters Score -113369.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -113371.281250 Penalty: 2304.003906 Iteration 18Q: 3 clusters Score -113371.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -113371.921875 Penalty: 2304.003906 Iteration 19Q: 3 clusters Score -113371.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -113372.242188 Penalty: 2304.003906 Iteration 20F: 3 clusters Score -113372.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Entering Unmasked Estep Score: -187620.562500 Penalty: 1227.579346 Iteration 0F: 2 clusters Score -187620.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -185578.156250 Penalty: 2455.158691 Iteration 0F: 3 clusters Score -185578.2 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -185986.875000 Penalty: 2455.158691 Iteration 1F: 3 clusters Score -185986.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -186109.484375 Penalty: 2455.158691 Iteration 2F: 3 clusters Score -186109.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -186184.843750 Penalty: 2455.158691 Iteration 3Q: 3 clusters Score -186184.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -186240.843750 Penalty: 2455.158691 Iteration 4Q: 3 clusters Score -186240.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -186289.296875 Penalty: 2455.158691 Iteration 5Q: 3 clusters Score -186289.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -186325.390625 Penalty: 2455.158691 Iteration 6Q: 3 clusters Score -186325.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -186356.546875 Penalty: 2455.158691 Iteration 7Q: 3 clusters Score -186356.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -186388.109375 Penalty: 2455.158691 Iteration 8Q: 3 clusters Score -186388.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -186417.671875 Penalty: 2455.158691 Iteration 9Q: 3 clusters Score -186417.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -186447.562500 Penalty: 2455.158691 Iteration 10Q: 3 clusters Score -186447.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -186491.593750 Penalty: 2455.158691 Iteration 11Q: 3 clusters Score -186491.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -186536.593750 Penalty: 2455.158691 Iteration 12Q: 3 clusters Score -186536.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -186578.984375 Penalty: 2455.158691 Iteration 13Q: 3 clusters Score -186579 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -186630.796875 Penalty: 2455.158691 Iteration 14Q: 3 clusters Score -186630.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -186694.328125 Penalty: 2455.158691 Iteration 15Q: 3 clusters Score -186694.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -186782.656250 Penalty: 2455.158691 Iteration 16Q: 3 clusters Score -186782.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -186848.625000 Penalty: 2455.158691 Iteration 17Q: 3 clusters Score -186848.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -186896.921875 Penalty: 2455.158691 Iteration 18Q: 3 clusters Score -186896.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -186934.156250 Penalty: 2455.158691 Iteration 19Q: 3 clusters Score -186934.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -186976.937500 Penalty: 2455.158691 Iteration 20F: 3 clusters Score -186976.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -187002.484375 Penalty: 2455.158691 Iteration 21Q: 3 clusters Score -187002.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -187020.593750 Penalty: 2455.158691 Iteration 22Q: 3 clusters Score -187020.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -187045.671875 Penalty: 2455.158691 Iteration 23Q: 3 clusters Score -187045.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -187074.812500 Penalty: 2455.158691 Iteration 24Q: 3 clusters Score -187074.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -187095.140625 Penalty: 2455.158691 Iteration 25Q: 3 clusters Score -187095.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -187103.968750 Penalty: 2455.158691 Iteration 26Q: 3 clusters Score -187104 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -187111.921875 Penalty: 2455.158691 Iteration 27Q: 3 clusters Score -187111.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -187118.875000 Penalty: 2455.158691 Iteration 28Q: 3 clusters Score -187118.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -187123.750000 Penalty: 2455.158691 Iteration 29Q: 3 clusters Score -187123.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -187126.453125 Penalty: 2455.158691 Iteration 30Q: 3 clusters Score -187126.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -187128.250000 Penalty: 2455.158691 Iteration 31Q: 3 clusters Score -187128.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -187129.078125 Penalty: 2455.158691 Iteration 32Q: 3 clusters Score -187129.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -187130.125000 Penalty: 2455.158691 Iteration 33Q: 3 clusters Score -187130.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -187131.015625 Penalty: 2455.158691 Iteration 34Q: 3 clusters Score -187131 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -187131.015625 Penalty: 2455.158691 Iteration 35F: 3 clusters Score -187131 nChanged 0 --- Evaluating fit on full set of 263147 points --- Entering Unmasked Estep Score: -24626508.000000 Penalty: 70982.664062 20->36 Clusters: Score -24626508.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 87715 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 4442 members Mstep: Class 3 contains 4303 members Mstep: Class 4 contains 4297 members Mstep: Class 5 contains 4353 members Mstep: Class 6 contains 4277 members Mstep: Class 7 contains 4345 members Mstep: Class 8 contains 4339 members Mstep: Class 9 contains 4476 members Mstep: Class 10 contains 4400 members Mstep: Class 11 contains 4391 members Mstep: Class 12 contains 4354 members Mstep: Class 13 contains 4387 members Mstep: Class 14 contains 4304 members Mstep: Class 15 contains 4427 members Mstep: Class 16 contains 4392 members Mstep: Class 17 contains 4506 members Mstep: Class 18 contains 4453 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 4463 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 269.369019 but Gain 1849.550781 Score: -7267214.000000 Penalty: 35141.457031 Iteration 0F: 20 clusters Score -7267214 nChanged 82441 Entering Unmasked Mstep Mstep: Class 0 contains 143 members Mstep: Class 2 contains 2824 members Mstep: Class 3 contains 3080 members Mstep: Class 4 contains 6717 members Mstep: Class 5 contains 1321 members Mstep: Class 6 contains 1136 members Mstep: Class 7 contains 3008 members Mstep: Class 8 contains 732 members Mstep: Class 9 contains 6408 members Mstep: Class 10 contains 7776 members Mstep: Class 11 contains 4794 members Mstep: Class 12 contains 1945 members Mstep: Class 13 contains 3039 members Mstep: Class 14 contains 16149 members Mstep: Class 15 contains 3293 members Mstep: Class 16 contains 1698 members Mstep: Class 17 contains 15125 members Mstep: Class 18 contains 3092 members Mstep: Class 19 contains 2358 members Mstep: Class 20 contains 3077 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 546.002197 but Gain 1849.550781 Score: -7735898.000000 Penalty: 33291.906250 Iteration 1F: 19 clusters Score -7735898 nChanged 38377 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 2751 members Mstep: Class 3 contains 2759 members Mstep: Class 4 contains 5732 members Mstep: Class 5 contains 2765 members Mstep: Class 6 contains 1851 members Mstep: Class 7 contains 1063 members Mstep: Class 9 contains 5300 members Mstep: Class 10 contains 8636 members Mstep: Class 11 contains 3221 members Mstep: Class 12 contains 2620 members Mstep: Class 13 contains 1902 members Mstep: Class 14 contains 21678 members Mstep: Class 15 contains 3510 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 12087 members Mstep: Class 18 contains 1438 members Mstep: Class 19 contains 3141 members Mstep: Class 20 contains 5907 members Entering Unmasked Estep ConsiderDeletion Score: -7894247.000000 Penalty: 33291.906250 Iteration 2F: 19 clusters Score -7894247 nChanged 22333 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 2 contains 3333 members Mstep: Class 3 contains 3738 members Mstep: Class 4 contains 5018 members Mstep: Class 5 contains 3580 members Mstep: Class 6 contains 1789 members Mstep: Class 7 contains 984 members Mstep: Class 9 contains 4918 members Mstep: Class 10 contains 8616 members Mstep: Class 11 contains 2723 members Mstep: Class 12 contains 2153 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 20976 members Mstep: Class 15 contains 3820 members Mstep: Class 16 contains 2085 members Mstep: Class 17 contains 10714 members Mstep: Class 18 contains 1778 members Mstep: Class 19 contains 3347 members Mstep: Class 20 contains 6752 members Entering Unmasked Estep ConsiderDeletion Score: -7980434.000000 Penalty: 33291.906250 Iteration 3F: 19 clusters Score -7980434 nChanged 16251 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 2 contains 3396 members Mstep: Class 3 contains 3863 members Mstep: Class 4 contains 4416 members Mstep: Class 5 contains 3366 members Mstep: Class 6 contains 1700 members Mstep: Class 7 contains 1839 members Mstep: Class 9 contains 5996 members Mstep: Class 10 contains 9013 members Mstep: Class 11 contains 2433 members Mstep: Class 12 contains 1737 members Mstep: Class 13 contains 1338 members Mstep: Class 14 contains 18492 members Mstep: Class 15 contains 4893 members Mstep: Class 16 contains 2925 members Mstep: Class 17 contains 10224 members Mstep: Class 18 contains 1890 members Mstep: Class 19 contains 3241 members Mstep: Class 20 contains 6907 members Entering Unmasked Estep ConsiderDeletion Score: -8027741.000000 Penalty: 33291.906250 Iteration 4F: 19 clusters Score -8027741 nChanged 11999 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 2 contains 3048 members Mstep: Class 3 contains 3282 members Mstep: Class 4 contains 3786 members Mstep: Class 5 contains 3081 members Mstep: Class 6 contains 1611 members Mstep: Class 7 contains 2497 members Mstep: Class 9 contains 6643 members Mstep: Class 10 contains 10898 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 1852 members Mstep: Class 13 contains 1612 members Mstep: Class 14 contains 15602 members Mstep: Class 15 contains 5964 members Mstep: Class 16 contains 3644 members Mstep: Class 17 contains 10039 members Mstep: Class 18 contains 1803 members Mstep: Class 19 contains 3128 members Mstep: Class 20 contains 6813 members Entering Unmasked Estep ConsiderDeletion Score: -8061157.000000 Penalty: 33291.906250 Iteration 5F: 19 clusters Score -8061157 nChanged 9507 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 2 contains 2400 members Mstep: Class 3 contains 2758 members Mstep: Class 4 contains 3344 members Mstep: Class 5 contains 2819 members Mstep: Class 6 contains 1537 members Mstep: Class 7 contains 2906 members Mstep: Class 9 contains 6631 members Mstep: Class 10 contains 13757 members Mstep: Class 11 contains 2363 members Mstep: Class 12 contains 2062 members Mstep: Class 13 contains 1766 members Mstep: Class 14 contains 12593 members Mstep: Class 15 contains 6521 members Mstep: Class 16 contains 4730 members Mstep: Class 17 contains 10503 members Mstep: Class 18 contains 1641 members Mstep: Class 19 contains 3098 members Mstep: Class 20 contains 6240 members Entering Unmasked Estep ConsiderDeletion Score: -8082728.500000 Penalty: 33291.906250 Iteration 6F: 19 clusters Score -8082728 nChanged 7388 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 2 contains 1706 members Mstep: Class 3 contains 2564 members Mstep: Class 4 contains 3061 members Mstep: Class 5 contains 2649 members Mstep: Class 6 contains 1478 members Mstep: Class 7 contains 3157 members Mstep: Class 9 contains 6520 members Mstep: Class 10 contains 16282 members Mstep: Class 11 contains 2246 members Mstep: Class 12 contains 2248 members Mstep: Class 13 contains 1847 members Mstep: Class 14 contains 10526 members Mstep: Class 15 contains 6480 members Mstep: Class 16 contains 5876 members Mstep: Class 17 contains 10760 members Mstep: Class 18 contains 1544 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 5599 members Entering Unmasked Estep ConsiderDeletion Score: -8096948.500000 Penalty: 33291.906250 Iteration 7F: 19 clusters Score -8096948 nChanged 5549 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 1310 members Mstep: Class 3 contains 2455 members Mstep: Class 4 contains 2846 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 1446 members Mstep: Class 7 contains 3263 members Mstep: Class 9 contains 6420 members Mstep: Class 10 contains 17763 members Mstep: Class 11 contains 2108 members Mstep: Class 12 contains 2473 members Mstep: Class 13 contains 1891 members Mstep: Class 14 contains 9320 members Mstep: Class 15 contains 6274 members Mstep: Class 16 contains 6830 members Mstep: Class 17 contains 10968 members Mstep: Class 18 contains 1489 members Mstep: Class 19 contains 3167 members Mstep: Class 20 contains 5120 members Entering Unmasked Estep ConsiderDeletion Score: -8109247.000000 Penalty: 33291.906250 Iteration 8F: 19 clusters Score -8109247 nChanged 4298 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 2 contains 1115 members Mstep: Class 3 contains 2275 members Mstep: Class 4 contains 2647 members Mstep: Class 5 contains 2391 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 3340 members Mstep: Class 9 contains 6292 members Mstep: Class 10 contains 17824 members Mstep: Class 11 contains 2040 members Mstep: Class 12 contains 2728 members Mstep: Class 13 contains 1904 members Mstep: Class 14 contains 8976 members Mstep: Class 15 contains 6250 members Mstep: Class 16 contains 7490 members Mstep: Class 17 contains 11133 members Mstep: Class 18 contains 1503 members Mstep: Class 19 contains 3233 members Mstep: Class 20 contains 5120 members Entering Unmasked Estep ConsiderDeletion Score: -8122440.000000 Penalty: 33291.906250 Iteration 9Q: 19 clusters Score -8122440 nChanged 3557 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 2140 members Mstep: Class 4 contains 2463 members Mstep: Class 5 contains 2203 members Mstep: Class 6 contains 1397 members Mstep: Class 7 contains 3374 members Mstep: Class 9 contains 6182 members Mstep: Class 10 contains 17062 members Mstep: Class 11 contains 1985 members Mstep: Class 12 contains 2982 members Mstep: Class 13 contains 1933 members Mstep: Class 14 contains 8996 members Mstep: Class 15 contains 6458 members Mstep: Class 16 contains 7772 members Mstep: Class 17 contains 11234 members Mstep: Class 18 contains 1539 members Mstep: Class 19 contains 3297 members Mstep: Class 20 contains 5621 members Entering Unmasked Estep ConsiderDeletion Score: -8134537.500000 Penalty: 33291.906250 Iteration 10Q: 19 clusters Score -8134538 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 1035 members Mstep: Class 3 contains 2043 members Mstep: Class 4 contains 2345 members Mstep: Class 5 contains 2066 members Mstep: Class 6 contains 1404 members Mstep: Class 7 contains 3397 members Mstep: Class 9 contains 6071 members Mstep: Class 10 contains 16775 members Mstep: Class 11 contains 1930 members Mstep: Class 12 contains 3146 members Mstep: Class 13 contains 1993 members Mstep: Class 14 contains 9018 members Mstep: Class 15 contains 6683 members Mstep: Class 16 contains 7688 members Mstep: Class 17 contains 11338 members Mstep: Class 18 contains 1600 members Mstep: Class 19 contains 3300 members Mstep: Class 20 contains 5842 members Entering Unmasked Estep ConsiderDeletion Score: -8139499.000000 Penalty: 33291.906250 Iteration 11Q: 19 clusters Score -8139499 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 1977 members Mstep: Class 4 contains 2232 members Mstep: Class 5 contains 1987 members Mstep: Class 6 contains 1418 members Mstep: Class 7 contains 3415 members Mstep: Class 9 contains 5970 members Mstep: Class 10 contains 16678 members Mstep: Class 11 contains 1909 members Mstep: Class 12 contains 3255 members Mstep: Class 13 contains 2051 members Mstep: Class 14 contains 9039 members Mstep: Class 15 contains 6797 members Mstep: Class 16 contains 7578 members Mstep: Class 17 contains 11425 members Mstep: Class 18 contains 1657 members Mstep: Class 19 contains 3301 members Mstep: Class 20 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -8141589.000000 Penalty: 33291.906250 Iteration 12Q: 19 clusters Score -8141589 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 2 contains 1187 members Mstep: Class 3 contains 1956 members Mstep: Class 4 contains 2125 members Mstep: Class 5 contains 1927 members Mstep: Class 6 contains 1445 members Mstep: Class 7 contains 3443 members Mstep: Class 9 contains 5873 members Mstep: Class 10 contains 16619 members Mstep: Class 11 contains 1925 members Mstep: Class 12 contains 3328 members Mstep: Class 13 contains 2117 members Mstep: Class 14 contains 9054 members Mstep: Class 15 contains 6839 members Mstep: Class 16 contains 7504 members Mstep: Class 17 contains 11469 members Mstep: Class 18 contains 1698 members Mstep: Class 19 contains 3298 members Mstep: Class 20 contains 5868 members Entering Unmasked Estep ConsiderDeletion Score: -8143244.000000 Penalty: 33291.906250 Iteration 13Q: 19 clusters Score -8143244 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 2 contains 1218 members Mstep: Class 3 contains 1969 members Mstep: Class 4 contains 2074 members Mstep: Class 5 contains 1859 members Mstep: Class 6 contains 1464 members Mstep: Class 7 contains 3464 members Mstep: Class 9 contains 5763 members Mstep: Class 10 contains 16600 members Mstep: Class 11 contains 1927 members Mstep: Class 12 contains 3407 members Mstep: Class 13 contains 2171 members Mstep: Class 14 contains 9056 members Mstep: Class 15 contains 6847 members Mstep: Class 16 contains 7458 members Mstep: Class 17 contains 11488 members Mstep: Class 18 contains 1732 members Mstep: Class 19 contains 3299 members Mstep: Class 20 contains 5878 members Entering Unmasked Estep ConsiderDeletion Score: -8144396.500000 Penalty: 33291.906250 Iteration 14Q: 19 clusters Score -8144396 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 2 contains 1264 members Mstep: Class 3 contains 1992 members Mstep: Class 4 contains 2039 members Mstep: Class 5 contains 1805 members Mstep: Class 6 contains 1475 members Mstep: Class 7 contains 3492 members Mstep: Class 9 contains 5666 members Mstep: Class 10 contains 16585 members Mstep: Class 11 contains 1929 members Mstep: Class 12 contains 3492 members Mstep: Class 13 contains 2171 members Mstep: Class 14 contains 9055 members Mstep: Class 15 contains 6841 members Mstep: Class 16 contains 7433 members Mstep: Class 17 contains 11499 members Mstep: Class 18 contains 1758 members Mstep: Class 19 contains 3298 members Mstep: Class 20 contains 5881 members Entering Unmasked Estep ConsiderDeletion Score: -8144980.000000 Penalty: 33291.906250 Iteration 15Q: 19 clusters Score -8144980 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 2 contains 1280 members Mstep: Class 3 contains 2021 members Mstep: Class 4 contains 2026 members Mstep: Class 5 contains 1758 members Mstep: Class 6 contains 1489 members Mstep: Class 7 contains 3516 members Mstep: Class 9 contains 5567 members Mstep: Class 10 contains 16574 members Mstep: Class 11 contains 1930 members Mstep: Class 12 contains 3584 members Mstep: Class 13 contains 2167 members Mstep: Class 14 contains 9059 members Mstep: Class 15 contains 6819 members Mstep: Class 16 contains 7420 members Mstep: Class 17 contains 11501 members Mstep: Class 18 contains 1778 members Mstep: Class 19 contains 3298 members Mstep: Class 20 contains 5888 members Entering Unmasked Estep ConsiderDeletion Score: -8145664.500000 Penalty: 33291.906250 Iteration 16Q: 19 clusters Score -8145664 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 2049 members Mstep: Class 4 contains 2022 members Mstep: Class 5 contains 1715 members Mstep: Class 6 contains 1509 members Mstep: Class 7 contains 3531 members Mstep: Class 9 contains 5464 members Mstep: Class 10 contains 16562 members Mstep: Class 11 contains 1935 members Mstep: Class 12 contains 3671 members Mstep: Class 13 contains 2164 members Mstep: Class 14 contains 9062 members Mstep: Class 15 contains 6793 members Mstep: Class 16 contains 7417 members Mstep: Class 17 contains 11498 members Mstep: Class 18 contains 1798 members Mstep: Class 19 contains 3299 members Mstep: Class 20 contains 5890 members Entering Unmasked Estep ConsiderDeletion Score: -8146171.500000 Penalty: 33291.906250 Iteration 17Q: 19 clusters Score -8146172 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 2 contains 1313 members Mstep: Class 3 contains 2078 members Mstep: Class 4 contains 2019 members Mstep: Class 5 contains 1686 members Mstep: Class 6 contains 1526 members Mstep: Class 7 contains 3543 members Mstep: Class 9 contains 5374 members Mstep: Class 10 contains 16555 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 3743 members Mstep: Class 13 contains 2161 members Mstep: Class 14 contains 9064 members Mstep: Class 15 contains 6768 members Mstep: Class 16 contains 7415 members Mstep: Class 17 contains 11494 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 3301 members Mstep: Class 20 contains 5889 members Entering Unmasked Estep ConsiderDeletion Score: -8146485.500000 Penalty: 33291.906250 Iteration 18Q: 19 clusters Score -8146486 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 2 contains 1321 members Mstep: Class 3 contains 2096 members Mstep: Class 4 contains 2016 members Mstep: Class 5 contains 1670 members Mstep: Class 6 contains 1548 members Mstep: Class 7 contains 3551 members Mstep: Class 9 contains 5292 members Mstep: Class 10 contains 16550 members Mstep: Class 11 contains 1941 members Mstep: Class 12 contains 3804 members Mstep: Class 13 contains 2159 members Mstep: Class 14 contains 9066 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 7413 members Mstep: Class 17 contains 11491 members Mstep: Class 18 contains 1818 members Mstep: Class 19 contains 3301 members Mstep: Class 20 contains 5889 members Entering Unmasked Estep ConsiderDeletion Score: -8146639.500000 Penalty: 33291.906250 Iteration 19Q: 19 clusters Score -8146640 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 2 contains 1332 members Mstep: Class 3 contains 2113 members Mstep: Class 4 contains 2016 members Mstep: Class 5 contains 1666 members Mstep: Class 6 contains 1558 members Mstep: Class 7 contains 3555 members Mstep: Class 9 contains 5204 members Mstep: Class 10 contains 16548 members Mstep: Class 11 contains 1937 members Mstep: Class 12 contains 3866 members Mstep: Class 13 contains 2158 members Mstep: Class 14 contains 9067 members Mstep: Class 15 contains 6736 members Mstep: Class 16 contains 7412 members Mstep: Class 17 contains 11491 members Mstep: Class 18 contains 1824 members Mstep: Class 19 contains 3301 members Mstep: Class 20 contains 5891 members Entering Unmasked Estep ConsiderDeletion Score: -8147446.500000 Penalty: 33291.906250 Iteration 20F: 19 clusters Score -8147446 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 1388 members Mstep: Class 3 contains 2133 members Mstep: Class 4 contains 2012 members Mstep: Class 5 contains 1679 members Mstep: Class 6 contains 1551 members Mstep: Class 7 contains 3551 members Mstep: Class 9 contains 5109 members Mstep: Class 10 contains 16516 members Mstep: Class 11 contains 1938 members Mstep: Class 12 contains 3938 members Mstep: Class 13 contains 2155 members Mstep: Class 14 contains 9067 members Mstep: Class 15 contains 6714 members Mstep: Class 16 contains 7410 members Mstep: Class 17 contains 11490 members Mstep: Class 18 contains 1828 members Mstep: Class 19 contains 3293 members Mstep: Class 20 contains 5911 members Entering Unmasked Estep ConsiderDeletion Score: -8147823.000000 Penalty: 33291.906250 Iteration 21Q: 19 clusters Score -8147823 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1404 members Mstep: Class 3 contains 2151 members Mstep: Class 4 contains 2011 members Mstep: Class 5 contains 1681 members Mstep: Class 6 contains 1559 members Mstep: Class 7 contains 3547 members Mstep: Class 9 contains 5036 members Mstep: Class 10 contains 16518 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 3993 members Mstep: Class 13 contains 2146 members Mstep: Class 14 contains 9065 members Mstep: Class 15 contains 6694 members Mstep: Class 16 contains 7407 members Mstep: Class 17 contains 11487 members Mstep: Class 18 contains 1831 members Mstep: Class 19 contains 3292 members Mstep: Class 20 contains 5923 members Entering Unmasked Estep ConsiderDeletion Score: -8148026.000000 Penalty: 33291.906250 Iteration 22Q: 19 clusters Score -8148026 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1388 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 2012 members Mstep: Class 5 contains 1681 members Mstep: Class 6 contains 1565 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4948 members Mstep: Class 10 contains 16528 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 4065 members Mstep: Class 13 contains 2138 members Mstep: Class 14 contains 9063 members Mstep: Class 15 contains 6684 members Mstep: Class 16 contains 7406 members Mstep: Class 17 contains 11488 members Mstep: Class 18 contains 1843 members Mstep: Class 19 contains 3292 members Mstep: Class 20 contains 5935 members Entering Unmasked Estep ConsiderDeletion Score: -8148174.500000 Penalty: 33291.906250 Iteration 23Q: 19 clusters Score -8148174 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1370 members Mstep: Class 3 contains 2192 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1682 members Mstep: Class 6 contains 1576 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4872 members Mstep: Class 10 contains 16526 members Mstep: Class 11 contains 1942 members Mstep: Class 12 contains 4142 members Mstep: Class 13 contains 2135 members Mstep: Class 14 contains 9063 members Mstep: Class 15 contains 6663 members Mstep: Class 16 contains 7404 members Mstep: Class 17 contains 11488 members Mstep: Class 18 contains 1839 members Mstep: Class 19 contains 3289 members Mstep: Class 20 contains 5942 members Entering Unmasked Estep ConsiderDeletion Score: -8148284.000000 Penalty: 33291.906250 Iteration 24Q: 19 clusters Score -8148284 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1353 members Mstep: Class 3 contains 2210 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1682 members Mstep: Class 6 contains 1583 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4763 members Mstep: Class 10 contains 16529 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 4252 members Mstep: Class 13 contains 2133 members Mstep: Class 14 contains 9067 members Mstep: Class 15 contains 6642 members Mstep: Class 16 contains 7400 members Mstep: Class 17 contains 11490 members Mstep: Class 18 contains 1843 members Mstep: Class 19 contains 3288 members Mstep: Class 20 contains 5944 members Entering Unmasked Estep ConsiderDeletion Score: -8148452.500000 Penalty: 33291.906250 Iteration 25Q: 19 clusters Score -8148452 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1348 members Mstep: Class 3 contains 2238 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1682 members Mstep: Class 6 contains 1589 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4644 members Mstep: Class 10 contains 16527 members Mstep: Class 11 contains 1952 members Mstep: Class 12 contains 4371 members Mstep: Class 13 contains 2133 members Mstep: Class 14 contains 9072 members Mstep: Class 15 contains 6609 members Mstep: Class 16 contains 7395 members Mstep: Class 17 contains 11490 members Mstep: Class 18 contains 1842 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5946 members Entering Unmasked Estep ConsiderDeletion Score: -8148685.000000 Penalty: 33291.906250 Iteration 26Q: 19 clusters Score -8148685 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1339 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1683 members Mstep: Class 6 contains 1598 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4499 members Mstep: Class 10 contains 16528 members Mstep: Class 11 contains 1957 members Mstep: Class 12 contains 4505 members Mstep: Class 13 contains 2134 members Mstep: Class 14 contains 9083 members Mstep: Class 15 contains 6568 members Mstep: Class 16 contains 7388 members Mstep: Class 17 contains 11490 members Mstep: Class 18 contains 1847 members Mstep: Class 19 contains 3286 members Mstep: Class 20 contains 5949 members Entering Unmasked Estep ConsiderDeletion Score: -8149040.000000 Penalty: 33291.906250 Iteration 27Q: 19 clusters Score -8149040 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1342 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1683 members Mstep: Class 6 contains 1608 members Mstep: Class 7 contains 3547 members Mstep: Class 9 contains 4395 members Mstep: Class 10 contains 16528 members Mstep: Class 11 contains 1955 members Mstep: Class 12 contains 4613 members Mstep: Class 13 contains 2135 members Mstep: Class 14 contains 9093 members Mstep: Class 15 contains 6522 members Mstep: Class 16 contains 7385 members Mstep: Class 17 contains 11493 members Mstep: Class 18 contains 1827 members Mstep: Class 19 contains 3286 members Mstep: Class 20 contains 5949 members Entering Unmasked Estep ConsiderDeletion Score: -8149314.500000 Penalty: 33291.906250 Iteration 28Q: 19 clusters Score -8149314 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1342 members Mstep: Class 3 contains 2373 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1620 members Mstep: Class 7 contains 3547 members Mstep: Class 9 contains 4364 members Mstep: Class 10 contains 16525 members Mstep: Class 11 contains 1956 members Mstep: Class 12 contains 4648 members Mstep: Class 13 contains 2135 members Mstep: Class 14 contains 9104 members Mstep: Class 15 contains 6450 members Mstep: Class 16 contains 7380 members Mstep: Class 17 contains 11495 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 3285 members Mstep: Class 20 contains 5949 members Entering Unmasked Estep ConsiderDeletion Score: -8149448.500000 Penalty: 33291.906250 Iteration 29Q: 19 clusters Score -8149448 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1339 members Mstep: Class 3 contains 2473 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1632 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4361 members Mstep: Class 10 contains 16525 members Mstep: Class 11 contains 1954 members Mstep: Class 12 contains 4647 members Mstep: Class 13 contains 2136 members Mstep: Class 14 contains 9131 members Mstep: Class 15 contains 6330 members Mstep: Class 16 contains 7378 members Mstep: Class 17 contains 11496 members Mstep: Class 18 contains 1802 members Mstep: Class 19 contains 3286 members Mstep: Class 20 contains 5950 members Entering Unmasked Estep ConsiderDeletion Score: -8149661.500000 Penalty: 33291.906250 Iteration 30Q: 19 clusters Score -8149662 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1340 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1636 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4372 members Mstep: Class 10 contains 16525 members Mstep: Class 11 contains 1955 members Mstep: Class 12 contains 4647 members Mstep: Class 13 contains 2136 members Mstep: Class 14 contains 9166 members Mstep: Class 15 contains 6160 members Mstep: Class 16 contains 7373 members Mstep: Class 17 contains 11500 members Mstep: Class 18 contains 1787 members Mstep: Class 19 contains 3286 members Mstep: Class 20 contains 5950 members Entering Unmasked Estep ConsiderDeletion Score: -8150161.500000 Penalty: 33291.906250 Iteration 31Q: 19 clusters Score -8150162 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1341 members Mstep: Class 3 contains 2796 members Mstep: Class 4 contains 2016 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1637 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4380 members Mstep: Class 10 contains 16525 members Mstep: Class 11 contains 1941 members Mstep: Class 12 contains 4646 members Mstep: Class 13 contains 2136 members Mstep: Class 14 contains 9189 members Mstep: Class 15 contains 5960 members Mstep: Class 16 contains 7365 members Mstep: Class 17 contains 11506 members Mstep: Class 18 contains 1781 members Mstep: Class 19 contains 3286 members Mstep: Class 20 contains 5950 members Entering Unmasked Estep ConsiderDeletion Score: -8151356.000000 Penalty: 33291.906250 Iteration 32Q: 19 clusters Score -8151356 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1339 members Mstep: Class 3 contains 3000 members Mstep: Class 4 contains 2016 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1640 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4386 members Mstep: Class 10 contains 16530 members Mstep: Class 11 contains 1925 members Mstep: Class 12 contains 4645 members Mstep: Class 13 contains 2136 members Mstep: Class 14 contains 9157 members Mstep: Class 15 contains 5823 members Mstep: Class 16 contains 7343 members Mstep: Class 17 contains 11504 members Mstep: Class 18 contains 1773 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5951 members Entering Unmasked Estep ConsiderDeletion Score: -8152684.500000 Penalty: 33291.906250 Iteration 33Q: 19 clusters Score -8152684 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1346 members Mstep: Class 3 contains 3109 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1641 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4386 members Mstep: Class 10 contains 16532 members Mstep: Class 11 contains 1915 members Mstep: Class 12 contains 4643 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 9079 members Mstep: Class 15 contains 5814 members Mstep: Class 16 contains 7312 members Mstep: Class 17 contains 11515 members Mstep: Class 18 contains 1773 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5951 members Entering Unmasked Estep ConsiderDeletion Score: -8153064.500000 Penalty: 33291.906250 Iteration 34Q: 19 clusters Score -8153064 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1350 members Mstep: Class 3 contains 3191 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1643 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4386 members Mstep: Class 10 contains 16534 members Mstep: Class 11 contains 1892 members Mstep: Class 12 contains 4640 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8999 members Mstep: Class 15 contains 5836 members Mstep: Class 16 contains 7292 members Mstep: Class 17 contains 11527 members Mstep: Class 18 contains 1774 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Entering Unmasked Estep ConsiderDeletion Score: -8153212.500000 Penalty: 33291.906250 Iteration 35Q: 19 clusters Score -8153212 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1358 members Mstep: Class 3 contains 3216 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1643 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 16538 members Mstep: Class 11 contains 1877 members Mstep: Class 12 contains 4638 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8952 members Mstep: Class 15 contains 5862 members Mstep: Class 16 contains 7281 members Mstep: Class 17 contains 11537 members Mstep: Class 18 contains 1775 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Entering Unmasked Estep ConsiderDeletion Score: -8153281.000000 Penalty: 33291.906250 Iteration 36Q: 19 clusters Score -8153281 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1364 members Mstep: Class 3 contains 3214 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1643 members Mstep: Class 7 contains 3546 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 16544 members Mstep: Class 11 contains 1865 members Mstep: Class 12 contains 4634 members Mstep: Class 13 contains 2138 members Mstep: Class 14 contains 8928 members Mstep: Class 15 contains 5878 members Mstep: Class 16 contains 7275 members Mstep: Class 17 contains 11553 members Mstep: Class 18 contains 1778 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Entering Unmasked Estep ConsiderDeletion Score: -8153316.500000 Penalty: 33291.906250 Iteration 37Q: 19 clusters Score -8153316 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1374 members Mstep: Class 3 contains 3205 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1644 members Mstep: Class 7 contains 3547 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 16548 members Mstep: Class 11 contains 1862 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8913 members Mstep: Class 15 contains 5886 members Mstep: Class 16 contains 7269 members Mstep: Class 17 contains 11564 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Entering Unmasked Estep ConsiderDeletion Score: -8153375.500000 Penalty: 33291.906250 Iteration 38Q: 19 clusters Score -8153376 nChanged 69 Entering ConstructFrom: Score: -8153375.500000 Penalty: 33291.906250 Entering ConstructFrom: Trying to split cluster 2 (1379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Entering Unmasked Estep Score: -107941.617188 Penalty: 1174.731079 Iteration 0F: 2 clusters Score -107941.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -106379.625000 Penalty: 2349.462158 Iteration 0F: 3 clusters Score -106379.6 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -107203.625000 Penalty: 2349.462158 Iteration 1F: 3 clusters Score -107203.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -107885.734375 Penalty: 2349.462158 Iteration 2F: 3 clusters Score -107885.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -108462.289062 Penalty: 2349.462158 Iteration 3F: 3 clusters Score -108462.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -108814.007812 Penalty: 2349.462158 Iteration 4F: 3 clusters Score -108814 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -109059.734375 Penalty: 2349.462158 Iteration 5F: 3 clusters Score -109059.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -109202.406250 Penalty: 2349.462158 Iteration 6Q: 3 clusters Score -109202.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -109266.382812 Penalty: 2349.462158 Iteration 7Q: 3 clusters Score -109266.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -109288.359375 Penalty: 2349.462158 Iteration 8Q: 3 clusters Score -109288.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -109293.960938 Penalty: 2349.462158 Iteration 9Q: 3 clusters Score -109294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -109294.789062 Penalty: 2349.462158 Iteration 10Q: 3 clusters Score -109294.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -109294.789062 Penalty: 2349.462158 Iteration 11F: 3 clusters Score -109294.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 3185 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1644 members Mstep: Class 7 contains 3548 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 16551 members Mstep: Class 11 contains 1855 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 11582 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Entering Unmasked Estep Score: -8154110.500000 Penalty: 35141.457031 Splitting cluster 2 changes total score from -8153375.500000 to -8154110.500000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (3185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Entering Unmasked Estep Score: -303186.250000 Penalty: 1310.758789 Iteration 0F: 2 clusters Score -303186.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -300326.937500 Penalty: 2621.517578 Iteration 0F: 3 clusters Score -300326.9 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -301158.625000 Penalty: 2621.517578 Iteration 1F: 3 clusters Score -301158.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -301556.406250 Penalty: 2621.517578 Iteration 2F: 3 clusters Score -301556.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -302011.812500 Penalty: 2621.517578 Iteration 3F: 3 clusters Score -302011.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -302420.781250 Penalty: 2621.517578 Iteration 4F: 3 clusters Score -302420.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -302809.468750 Penalty: 2621.517578 Iteration 5F: 3 clusters Score -302809.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -303231.562500 Penalty: 2621.517578 Iteration 6F: 3 clusters Score -303231.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -303552.218750 Penalty: 2621.517578 Iteration 7F: 3 clusters Score -303552.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -303798.875000 Penalty: 2621.517578 Iteration 8Q: 3 clusters Score -303798.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -303904.343750 Penalty: 2621.517578 Iteration 9Q: 3 clusters Score -303904.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -303926.437500 Penalty: 2621.517578 Iteration 10Q: 3 clusters Score -303926.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -303938.343750 Penalty: 2621.517578 Iteration 11Q: 3 clusters Score -303938.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -303945.437500 Penalty: 2621.517578 Iteration 12Q: 3 clusters Score -303945.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -303951.468750 Penalty: 2621.517578 Iteration 13Q: 3 clusters Score -303951.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -303952.218750 Penalty: 2621.517578 Iteration 14Q: 3 clusters Score -303952.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -303951.906250 Penalty: 2621.517578 Iteration 15Q: 3 clusters Score -303951.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -303951.906250 Penalty: 2621.517578 Iteration 16F: 3 clusters Score -303951.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 1644 members Mstep: Class 7 contains 3548 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 16551 members Mstep: Class 11 contains 1855 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 11582 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Entering Unmasked Estep Score: -8154343.500000 Penalty: 36991.007812 Splitting cluster 3 changes total score from -8153375.500000 to -8154343.500000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 4 (2014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Entering Unmasked Estep Score: -193375.125000 Penalty: 1236.280151 Iteration 0F: 2 clusters Score -193375.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -191251.843750 Penalty: 2472.560303 Iteration 0F: 3 clusters Score -191251.8 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -191694.593750 Penalty: 2472.560303 Iteration 1F: 3 clusters Score -191694.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -191804.734375 Penalty: 2472.560303 Iteration 2F: 3 clusters Score -191804.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -191883.468750 Penalty: 2472.560303 Iteration 3F: 3 clusters Score -191883.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -191941.906250 Penalty: 2472.560303 Iteration 4Q: 3 clusters Score -191941.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -192020.796875 Penalty: 2472.560303 Iteration 5Q: 3 clusters Score -192020.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -192116.171875 Penalty: 2472.560303 Iteration 6Q: 3 clusters Score -192116.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -192200.796875 Penalty: 2472.560303 Iteration 7Q: 3 clusters Score -192200.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -192286.375000 Penalty: 2472.560303 Iteration 8Q: 3 clusters Score -192286.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -192360.906250 Penalty: 2472.560303 Iteration 9Q: 3 clusters Score -192360.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -192425.937500 Penalty: 2472.560303 Iteration 10Q: 3 clusters Score -192425.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -192488.484375 Penalty: 2472.560303 Iteration 11Q: 3 clusters Score -192488.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -192535.781250 Penalty: 2472.560303 Iteration 12Q: 3 clusters Score -192535.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -192567.265625 Penalty: 2472.560303 Iteration 13Q: 3 clusters Score -192567.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -192604.296875 Penalty: 2472.560303 Iteration 14Q: 3 clusters Score -192604.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -192648.843750 Penalty: 2472.560303 Iteration 15Q: 3 clusters Score -192648.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -192692.921875 Penalty: 2472.560303 Iteration 16Q: 3 clusters Score -192692.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -192740.671875 Penalty: 2472.560303 Iteration 17Q: 3 clusters Score -192740.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -192804.156250 Penalty: 2472.560303 Iteration 18Q: 3 clusters Score -192804.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -192878.531250 Penalty: 2472.560303 Iteration 19Q: 3 clusters Score -192878.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -192937.375000 Penalty: 2472.560303 Iteration 20F: 3 clusters Score -192937.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -192965.312500 Penalty: 2472.560303 Iteration 21Q: 3 clusters Score -192965.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -192986.187500 Penalty: 2472.560303 Iteration 22Q: 3 clusters Score -192986.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -192993.265625 Penalty: 2472.560303 Iteration 23Q: 3 clusters Score -192993.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -192996.890625 Penalty: 2472.560303 Iteration 24Q: 3 clusters Score -192996.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -192999.703125 Penalty: 2472.560303 Iteration 25Q: 3 clusters Score -192999.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -193003.734375 Penalty: 2472.560303 Iteration 26Q: 3 clusters Score -193003.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -193005.656250 Penalty: 2472.560303 Iteration 27Q: 3 clusters Score -193005.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -193005.656250 Penalty: 2472.560303 Iteration 28F: 3 clusters Score -193005.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Entering Unmasked Estep Score: -168189.171875 Penalty: 1207.200684 Iteration 0F: 2 clusters Score -168189.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -166308.250000 Penalty: 2414.401367 Iteration 0F: 3 clusters Score -166308.2 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -166711.046875 Penalty: 2414.401367 Iteration 1F: 3 clusters Score -166711 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -166812.062500 Penalty: 2414.401367 Iteration 2F: 3 clusters Score -166812.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -166863.765625 Penalty: 2414.401367 Iteration 3Q: 3 clusters Score -166863.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -166908.984375 Penalty: 2414.401367 Iteration 4Q: 3 clusters Score -166909 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -166932.093750 Penalty: 2414.401367 Iteration 5Q: 3 clusters Score -166932.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -166947.015625 Penalty: 2414.401367 Iteration 6Q: 3 clusters Score -166947 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -166957.812500 Penalty: 2414.401367 Iteration 7Q: 3 clusters Score -166957.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -166964.500000 Penalty: 2414.401367 Iteration 8Q: 3 clusters Score -166964.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -166970.640625 Penalty: 2414.401367 Iteration 9Q: 3 clusters Score -166970.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -166975.671875 Penalty: 2414.401367 Iteration 10Q: 3 clusters Score -166975.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -166979.359375 Penalty: 2414.401367 Iteration 11Q: 3 clusters Score -166979.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -166983.843750 Penalty: 2414.401367 Iteration 12Q: 3 clusters Score -166983.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -166989.000000 Penalty: 2414.401367 Iteration 13Q: 3 clusters Score -166989 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -166992.421875 Penalty: 2414.401367 Iteration 14Q: 3 clusters Score -166992.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -166996.156250 Penalty: 2414.401367 Iteration 15Q: 3 clusters Score -166996.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -166999.921875 Penalty: 2414.401367 Iteration 16Q: 3 clusters Score -166999.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -167004.796875 Penalty: 2414.401367 Iteration 17Q: 3 clusters Score -167004.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -167016.046875 Penalty: 2414.401367 Iteration 18Q: 3 clusters Score -167016 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -167021.562500 Penalty: 2414.401367 Iteration 19Q: 3 clusters Score -167021.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -167023.656250 Penalty: 2414.401367 Iteration 20F: 3 clusters Score -167023.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -167023.656250 Penalty: 2414.401367 Iteration 21Q: 3 clusters Score -167023.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -167025.796875 Penalty: 2414.401367 Iteration 22Q: 3 clusters Score -167025.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -167028.484375 Penalty: 2414.401367 Iteration 23Q: 3 clusters Score -167028.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -167032.109375 Penalty: 2414.401367 Iteration 24Q: 3 clusters Score -167032.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -167034.125000 Penalty: 2414.401367 Iteration 25Q: 3 clusters Score -167034.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -167036.593750 Penalty: 2414.401367 Iteration 26Q: 3 clusters Score -167036.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -167037.578125 Penalty: 2414.401367 Iteration 27Q: 3 clusters Score -167037.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -167037.578125 Penalty: 2414.401367 Iteration 28F: 3 clusters Score -167037.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Entering Unmasked Estep Score: -139025.843750 Penalty: 1203.294189 Iteration 0F: 2 clusters Score -139025.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -137325.265625 Penalty: 2406.588379 Iteration 0F: 3 clusters Score -137325.3 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -138489.843750 Penalty: 2406.588379 Iteration 1F: 3 clusters Score -138489.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -139092.765625 Penalty: 2406.588379 Iteration 2F: 3 clusters Score -139092.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -139468.343750 Penalty: 2406.588379 Iteration 3F: 3 clusters Score -139468.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -139760.390625 Penalty: 2406.588379 Iteration 4F: 3 clusters Score -139760.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -139898.109375 Penalty: 2406.588379 Iteration 5Q: 3 clusters Score -139898.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -139994.750000 Penalty: 2406.588379 Iteration 6Q: 3 clusters Score -139994.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -140073.625000 Penalty: 2406.588379 Iteration 7Q: 3 clusters Score -140073.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -140184.984375 Penalty: 2406.588379 Iteration 8Q: 3 clusters Score -140185 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -140206.031250 Penalty: 2406.588379 Iteration 9Q: 3 clusters Score -140206 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -140211.625000 Penalty: 2406.588379 Iteration 10Q: 3 clusters Score -140211.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -140214.328125 Penalty: 2406.588379 Iteration 11Q: 3 clusters Score -140214.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -140215.796875 Penalty: 2406.588379 Iteration 12Q: 3 clusters Score -140215.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -140240.828125 Penalty: 2406.588379 Iteration 13F: 3 clusters Score -140240.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -140309.687500 Penalty: 2406.588379 Iteration 14Q: 3 clusters Score -140309.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -140315.828125 Penalty: 2406.588379 Iteration 15Q: 3 clusters Score -140315.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -140317.125000 Penalty: 2406.588379 Iteration 16Q: 3 clusters Score -140317.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -140317.703125 Penalty: 2406.588379 Iteration 17Q: 3 clusters Score -140317.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -140318.234375 Penalty: 2406.588379 Iteration 18Q: 3 clusters Score -140318.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -140318.234375 Penalty: 2406.588379 Iteration 19F: 3 clusters Score -140318.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 3548 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 16551 members Mstep: Class 11 contains 1855 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 11582 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Mstep: Class 21 contains 945 members Entering Unmasked Estep Score: -8154995.000000 Penalty: 38840.558594 Splitting cluster 6 changes total score from -8153375.500000 to -8154995.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 7 (3548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Entering Unmasked Estep Score: -345824.625000 Penalty: 1328.297607 Iteration 0F: 2 clusters Score -345824.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -342856.156250 Penalty: 2656.595215 Iteration 0F: 3 clusters Score -342856.2 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -343928.687500 Penalty: 2656.595215 Iteration 1F: 3 clusters Score -343928.7 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -344557.062500 Penalty: 2656.595215 Iteration 2F: 3 clusters Score -344557.1 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -345563.468750 Penalty: 2656.595215 Iteration 3F: 3 clusters Score -345563.5 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -346816.593750 Penalty: 2656.595215 Iteration 4F: 3 clusters Score -346816.6 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -347689.093750 Penalty: 2656.595215 Iteration 5F: 3 clusters Score -347689.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -348084.781250 Penalty: 2656.595215 Iteration 6F: 3 clusters Score -348084.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -348220.593750 Penalty: 2656.595215 Iteration 7Q: 3 clusters Score -348220.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -348253.812500 Penalty: 2656.595215 Iteration 8Q: 3 clusters Score -348253.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -348269.937500 Penalty: 2656.595215 Iteration 9Q: 3 clusters Score -348269.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -348279.187500 Penalty: 2656.595215 Iteration 10Q: 3 clusters Score -348279.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -348283.281250 Penalty: 2656.595215 Iteration 11Q: 3 clusters Score -348283.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -348290.218750 Penalty: 2656.595215 Iteration 12Q: 3 clusters Score -348290.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -348292.125000 Penalty: 2656.595215 Iteration 13Q: 3 clusters Score -348292.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -348292.781250 Penalty: 2656.595215 Iteration 14Q: 3 clusters Score -348292.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -348292.781250 Penalty: 2656.595215 Iteration 15F: 3 clusters Score -348292.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 16551 members Mstep: Class 11 contains 1855 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 11582 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 1949 members Entering Unmasked Estep Score: -8156940.500000 Penalty: 40690.109375 Splitting cluster 7 changes total score from -8153375.500000 to -8156940.500000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 9 (4387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Entering Unmasked Estep Score: -437016.781250 Penalty: 1362.790161 Iteration 0F: 2 clusters Score -437016.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -433445.968750 Penalty: 2725.580322 Iteration 0F: 3 clusters Score -433446 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -434472.156250 Penalty: 2725.580322 Iteration 1F: 3 clusters Score -434472.2 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -434710.406250 Penalty: 2725.580322 Iteration 2F: 3 clusters Score -434710.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -434877.593750 Penalty: 2725.580322 Iteration 3F: 3 clusters Score -434877.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -435009.937500 Penalty: 2725.580322 Iteration 4Q: 3 clusters Score -435009.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -435118.343750 Penalty: 2725.580322 Iteration 5Q: 3 clusters Score -435118.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -435210.718750 Penalty: 2725.580322 Iteration 6Q: 3 clusters Score -435210.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -435282.906250 Penalty: 2725.580322 Iteration 7Q: 3 clusters Score -435282.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -435344.250000 Penalty: 2725.580322 Iteration 8Q: 3 clusters Score -435344.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -435400.562500 Penalty: 2725.580322 Iteration 9Q: 3 clusters Score -435400.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -435460.093750 Penalty: 2725.580322 Iteration 10Q: 3 clusters Score -435460.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -435522.125000 Penalty: 2725.580322 Iteration 11Q: 3 clusters Score -435522.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -435581.000000 Penalty: 2725.580322 Iteration 12Q: 3 clusters Score -435581 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -435636.125000 Penalty: 2725.580322 Iteration 13Q: 3 clusters Score -435636.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -435679.843750 Penalty: 2725.580322 Iteration 14Q: 3 clusters Score -435679.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -435717.562500 Penalty: 2725.580322 Iteration 15Q: 3 clusters Score -435717.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -435750.218750 Penalty: 2725.580322 Iteration 16Q: 3 clusters Score -435750.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -435781.593750 Penalty: 2725.580322 Iteration 17Q: 3 clusters Score -435781.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -435816.562500 Penalty: 2725.580322 Iteration 18Q: 3 clusters Score -435816.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -435850.937500 Penalty: 2725.580322 Iteration 19Q: 3 clusters Score -435850.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -435883.062500 Penalty: 2725.580322 Iteration 20F: 3 clusters Score -435883.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -435912.187500 Penalty: 2725.580322 Iteration 21Q: 3 clusters Score -435912.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -435952.343750 Penalty: 2725.580322 Iteration 22Q: 3 clusters Score -435952.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -436004.093750 Penalty: 2725.580322 Iteration 23Q: 3 clusters Score -436004.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -436062.656250 Penalty: 2725.580322 Iteration 24Q: 3 clusters Score -436062.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -436102.937500 Penalty: 2725.580322 Iteration 25Q: 3 clusters Score -436102.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -436121.093750 Penalty: 2725.580322 Iteration 26Q: 3 clusters Score -436121.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -436137.562500 Penalty: 2725.580322 Iteration 27Q: 3 clusters Score -436137.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -436152.312500 Penalty: 2725.580322 Iteration 28Q: 3 clusters Score -436152.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -436167.843750 Penalty: 2725.580322 Iteration 29Q: 3 clusters Score -436167.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -436183.562500 Penalty: 2725.580322 Iteration 30Q: 3 clusters Score -436183.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -436199.968750 Penalty: 2725.580322 Iteration 31Q: 3 clusters Score -436200 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -436210.593750 Penalty: 2725.580322 Iteration 32Q: 3 clusters Score -436210.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -436215.968750 Penalty: 2725.580322 Iteration 33Q: 3 clusters Score -436216 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -436226.093750 Penalty: 2725.580322 Iteration 34Q: 3 clusters Score -436226.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -436230.968750 Penalty: 2725.580322 Iteration 35Q: 3 clusters Score -436231 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -436234.000000 Penalty: 2725.580322 Iteration 36Q: 3 clusters Score -436234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -436235.687500 Penalty: 2725.580322 Iteration 37Q: 3 clusters Score -436235.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -436236.843750 Penalty: 2725.580322 Iteration 38Q: 3 clusters Score -436236.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -436237.843750 Penalty: 2725.580322 Iteration 39Q: 3 clusters Score -436237.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -436238.531250 Penalty: 2725.580322 Iteration 40F: 3 clusters Score -436238.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -436238.500000 Penalty: 2725.580322 Iteration 41Q: 3 clusters Score -436238.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -436239.343750 Penalty: 2725.580322 Iteration 42Q: 3 clusters Score -436239.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -436238.812500 Penalty: 2725.580322 Iteration 43Q: 3 clusters Score -436238.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -436238.812500 Penalty: 2725.580322 Iteration 44F: 3 clusters Score -436238.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16551 members Entering Unmasked Estep Score: -1566489.250000 Penalty: 1578.557861 Iteration 0F: 2 clusters Score -1566489 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -1555078.375000 Penalty: 3157.115723 Iteration 0F: 3 clusters Score -1555078 nChanged 7461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -1559511.875000 Penalty: 3157.115723 Iteration 1F: 3 clusters Score -1559512 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -1560633.750000 Penalty: 3157.115723 Iteration 2F: 3 clusters Score -1560634 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -1562347.250000 Penalty: 3157.115723 Iteration 3F: 3 clusters Score -1562347 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -1564095.250000 Penalty: 3157.115723 Iteration 4F: 3 clusters Score -1564095 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11018 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1565495.750000 Penalty: 3157.115723 Iteration 5F: 3 clusters Score -1565496 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1566415.250000 Penalty: 3157.115723 Iteration 6F: 3 clusters Score -1566415 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1566987.250000 Penalty: 3157.115723 Iteration 7Q: 3 clusters Score -1566987 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12570 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1567380.375000 Penalty: 3157.115723 Iteration 8Q: 3 clusters Score -1567380 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12821 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1567629.250000 Penalty: 3157.115723 Iteration 9Q: 3 clusters Score -1567629 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13004 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1567726.125000 Penalty: 3157.115723 Iteration 10Q: 3 clusters Score -1567726 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13144 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1567781.000000 Penalty: 3157.115723 Iteration 11Q: 3 clusters Score -1567781 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13242 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1567811.750000 Penalty: 3157.115723 Iteration 12Q: 3 clusters Score -1567812 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13321 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1567830.875000 Penalty: 3157.115723 Iteration 13Q: 3 clusters Score -1567831 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1567841.500000 Penalty: 3157.115723 Iteration 14Q: 3 clusters Score -1567842 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13469 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -1567856.750000 Penalty: 3157.115723 Iteration 15Q: 3 clusters Score -1567857 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13521 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -1567867.250000 Penalty: 3157.115723 Iteration 16Q: 3 clusters Score -1567867 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13578 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -1567880.250000 Penalty: 3157.115723 Iteration 17Q: 3 clusters Score -1567880 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -1567887.875000 Penalty: 3157.115723 Iteration 18Q: 3 clusters Score -1567888 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13664 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1567892.375000 Penalty: 3157.115723 Iteration 19Q: 3 clusters Score -1567892 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13692 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -1567896.250000 Penalty: 3157.115723 Iteration 20F: 3 clusters Score -1567896 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13714 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -1567902.250000 Penalty: 3157.115723 Iteration 21Q: 3 clusters Score -1567902 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13727 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -1567904.250000 Penalty: 3157.115723 Iteration 22Q: 3 clusters Score -1567904 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13735 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1567902.375000 Penalty: 3157.115723 Iteration 23Q: 3 clusters Score -1567902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1567902.125000 Penalty: 3157.115723 Iteration 24Q: 3 clusters Score -1567902 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13748 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1567904.875000 Penalty: 3157.115723 Iteration 25Q: 3 clusters Score -1567905 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1567902.625000 Penalty: 3157.115723 Iteration 26Q: 3 clusters Score -1567903 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13759 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1567908.625000 Penalty: 3157.115723 Iteration 27Q: 3 clusters Score -1567909 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1567908.875000 Penalty: 3157.115723 Iteration 28Q: 3 clusters Score -1567909 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13773 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -1567911.000000 Penalty: 3157.115723 Iteration 29Q: 3 clusters Score -1567911 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13780 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1567912.750000 Penalty: 3157.115723 Iteration 30Q: 3 clusters Score -1567913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13780 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1567912.750000 Penalty: 3157.115723 Iteration 31F: 3 clusters Score -1567913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 13780 members Mstep: Class 11 contains 1855 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 11582 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 1949 members Mstep: Class 23 contains 2771 members Entering Unmasked Estep Score: -8158108.500000 Penalty: 42539.656250 Splitting cluster 10 changes total score from -8153375.500000 to -8158108.500000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (1855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Entering Unmasked Estep Score: -167899.921875 Penalty: 1222.916504 Iteration 0F: 2 clusters Score -167899.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -165920.484375 Penalty: 2445.833008 Iteration 0F: 3 clusters Score -165920.5 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -166587.203125 Penalty: 2445.833008 Iteration 1F: 3 clusters Score -166587.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -167006.281250 Penalty: 2445.833008 Iteration 2F: 3 clusters Score -167006.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -167356.750000 Penalty: 2445.833008 Iteration 3F: 3 clusters Score -167356.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -167641.375000 Penalty: 2445.833008 Iteration 4F: 3 clusters Score -167641.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -167784.812500 Penalty: 2445.833008 Iteration 5Q: 3 clusters Score -167784.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -167876.250000 Penalty: 2445.833008 Iteration 6Q: 3 clusters Score -167876.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -167980.406250 Penalty: 2445.833008 Iteration 7Q: 3 clusters Score -167980.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -168093.468750 Penalty: 2445.833008 Iteration 8Q: 3 clusters Score -168093.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -168191.390625 Penalty: 2445.833008 Iteration 9Q: 3 clusters Score -168191.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -168256.078125 Penalty: 2445.833008 Iteration 10Q: 3 clusters Score -168256.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -168307.906250 Penalty: 2445.833008 Iteration 11Q: 3 clusters Score -168307.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -168345.718750 Penalty: 2445.833008 Iteration 12Q: 3 clusters Score -168345.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -168370.328125 Penalty: 2445.833008 Iteration 13Q: 3 clusters Score -168370.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -168383.828125 Penalty: 2445.833008 Iteration 14Q: 3 clusters Score -168383.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -168389.593750 Penalty: 2445.833008 Iteration 15Q: 3 clusters Score -168389.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -168392.468750 Penalty: 2445.833008 Iteration 16Q: 3 clusters Score -168392.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -168397.046875 Penalty: 2445.833008 Iteration 17Q: 3 clusters Score -168397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -168402.078125 Penalty: 2445.833008 Iteration 18Q: 3 clusters Score -168402.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -168406.968750 Penalty: 2445.833008 Iteration 19Q: 3 clusters Score -168407 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -168410.640625 Penalty: 2445.833008 Iteration 20F: 3 clusters Score -168410.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -168412.437500 Penalty: 2445.833008 Iteration 21Q: 3 clusters Score -168412.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -168413.140625 Penalty: 2445.833008 Iteration 22Q: 3 clusters Score -168413.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -168413.140625 Penalty: 2445.833008 Iteration 23F: 3 clusters Score -168413.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 13780 members Mstep: Class 11 contains 1039 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 2137 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 11582 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 1949 members Mstep: Class 23 contains 2771 members Mstep: Class 24 contains 816 members Entering Unmasked Estep Score: -8157994.500000 Penalty: 44389.207031 Splitting cluster 11 changes total score from -8153375.500000 to -8157994.500000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 12 (4632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Entering Unmasked Estep Score: -440518.656250 Penalty: 1371.620972 Iteration 0F: 2 clusters Score -440518.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -436765.156250 Penalty: 2743.241943 Iteration 0F: 3 clusters Score -436765.2 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -437864.531250 Penalty: 2743.241943 Iteration 1F: 3 clusters Score -437864.5 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -438101.250000 Penalty: 2743.241943 Iteration 2F: 3 clusters Score -438101.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -438265.656250 Penalty: 2743.241943 Iteration 3F: 3 clusters Score -438265.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -438415.500000 Penalty: 2743.241943 Iteration 4Q: 3 clusters Score -438415.5 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -438574.843750 Penalty: 2743.241943 Iteration 5Q: 3 clusters Score -438574.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -438724.781250 Penalty: 2743.241943 Iteration 6Q: 3 clusters Score -438724.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -438896.625000 Penalty: 2743.241943 Iteration 7Q: 3 clusters Score -438896.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -439120.000000 Penalty: 2743.241943 Iteration 8F: 3 clusters Score -439120 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -439387.375000 Penalty: 2743.241943 Iteration 9F: 3 clusters Score -439387.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -439656.156250 Penalty: 2743.241943 Iteration 10F: 3 clusters Score -439656.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -439877.218750 Penalty: 2743.241943 Iteration 11Q: 3 clusters Score -439877.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -440058.250000 Penalty: 2743.241943 Iteration 12Q: 3 clusters Score -440058.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -440225.656250 Penalty: 2743.241943 Iteration 13Q: 3 clusters Score -440225.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -440344.687500 Penalty: 2743.241943 Iteration 14Q: 3 clusters Score -440344.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -440397.281250 Penalty: 2743.241943 Iteration 15Q: 3 clusters Score -440397.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -440424.156250 Penalty: 2743.241943 Iteration 16Q: 3 clusters Score -440424.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -440439.500000 Penalty: 2743.241943 Iteration 17Q: 3 clusters Score -440439.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -440448.906250 Penalty: 2743.241943 Iteration 18Q: 3 clusters Score -440448.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -440455.062500 Penalty: 2743.241943 Iteration 19Q: 3 clusters Score -440455.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -440458.875000 Penalty: 2743.241943 Iteration 20F: 3 clusters Score -440458.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -440461.718750 Penalty: 2743.241943 Iteration 21Q: 3 clusters Score -440461.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -440464.687500 Penalty: 2743.241943 Iteration 22Q: 3 clusters Score -440464.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -440465.937500 Penalty: 2743.241943 Iteration 23Q: 3 clusters Score -440465.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -440467.968750 Penalty: 2743.241943 Iteration 24Q: 3 clusters Score -440468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -440470.343750 Penalty: 2743.241943 Iteration 25Q: 3 clusters Score -440470.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -440470.437500 Penalty: 2743.241943 Iteration 26Q: 3 clusters Score -440470.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -440472.218750 Penalty: 2743.241943 Iteration 27Q: 3 clusters Score -440472.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -440471.625000 Penalty: 2743.241943 Iteration 28Q: 3 clusters Score -440471.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -440475.000000 Penalty: 2743.241943 Iteration 29Q: 3 clusters Score -440475 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -440476.750000 Penalty: 2743.241943 Iteration 30Q: 3 clusters Score -440476.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -440477.031250 Penalty: 2743.241943 Iteration 31Q: 3 clusters Score -440477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -440477.562500 Penalty: 2743.241943 Iteration 32Q: 3 clusters Score -440477.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -440477.562500 Penalty: 2743.241943 Iteration 33F: 3 clusters Score -440477.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Entering Unmasked Estep Score: -194593.750000 Penalty: 1245.913208 Iteration 0F: 2 clusters Score -194593.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -192612.750000 Penalty: 2491.826416 Iteration 0F: 3 clusters Score -192612.8 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -193952.812500 Penalty: 2491.826416 Iteration 1F: 3 clusters Score -193952.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -195237.187500 Penalty: 2491.826416 Iteration 2F: 3 clusters Score -195237.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -196333.671875 Penalty: 2491.826416 Iteration 3F: 3 clusters Score -196333.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -196657.062500 Penalty: 2491.826416 Iteration 4F: 3 clusters Score -196657.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -196769.187500 Penalty: 2491.826416 Iteration 5Q: 3 clusters Score -196769.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -196816.531250 Penalty: 2491.826416 Iteration 6Q: 3 clusters Score -196816.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -196841.312500 Penalty: 2491.826416 Iteration 7Q: 3 clusters Score -196841.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -196859.703125 Penalty: 2491.826416 Iteration 8Q: 3 clusters Score -196859.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -196868.140625 Penalty: 2491.826416 Iteration 9Q: 3 clusters Score -196868.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -196872.609375 Penalty: 2491.826416 Iteration 10Q: 3 clusters Score -196872.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -196878.296875 Penalty: 2491.826416 Iteration 11Q: 3 clusters Score -196878.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -196882.437500 Penalty: 2491.826416 Iteration 12Q: 3 clusters Score -196882.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -196886.187500 Penalty: 2491.826416 Iteration 13Q: 3 clusters Score -196886.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -196888.031250 Penalty: 2491.826416 Iteration 14Q: 3 clusters Score -196888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -196890.375000 Penalty: 2491.826416 Iteration 15Q: 3 clusters Score -196890.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -196893.312500 Penalty: 2491.826416 Iteration 16Q: 3 clusters Score -196893.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -196896.343750 Penalty: 2491.826416 Iteration 17Q: 3 clusters Score -196896.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -196899.093750 Penalty: 2491.826416 Iteration 18Q: 3 clusters Score -196899.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -196903.796875 Penalty: 2491.826416 Iteration 19Q: 3 clusters Score -196903.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -196913.812500 Penalty: 2491.826416 Iteration 20F: 3 clusters Score -196913.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -196954.375000 Penalty: 2491.826416 Iteration 21Q: 3 clusters Score -196954.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -197004.312500 Penalty: 2491.826416 Iteration 22Q: 3 clusters Score -197004.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -197042.234375 Penalty: 2491.826416 Iteration 23Q: 3 clusters Score -197042.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -197066.328125 Penalty: 2491.826416 Iteration 24Q: 3 clusters Score -197066.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -197085.625000 Penalty: 2491.826416 Iteration 25Q: 3 clusters Score -197085.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -197099.781250 Penalty: 2491.826416 Iteration 26Q: 3 clusters Score -197099.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -197118.750000 Penalty: 2491.826416 Iteration 27Q: 3 clusters Score -197118.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -197130.203125 Penalty: 2491.826416 Iteration 28Q: 3 clusters Score -197130.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -197146.671875 Penalty: 2491.826416 Iteration 29Q: 3 clusters Score -197146.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -197177.687500 Penalty: 2491.826416 Iteration 30Q: 3 clusters Score -197177.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -197206.921875 Penalty: 2491.826416 Iteration 31Q: 3 clusters Score -197206.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -197221.296875 Penalty: 2491.826416 Iteration 32Q: 3 clusters Score -197221.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -197233.531250 Penalty: 2491.826416 Iteration 33Q: 3 clusters Score -197233.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -197253.640625 Penalty: 2491.826416 Iteration 34Q: 3 clusters Score -197253.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -197267.875000 Penalty: 2491.826416 Iteration 35Q: 3 clusters Score -197267.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -197274.703125 Penalty: 2491.826416 Iteration 36Q: 3 clusters Score -197274.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -197276.968750 Penalty: 2491.826416 Iteration 37Q: 3 clusters Score -197277 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -197312.125000 Penalty: 2491.826416 Iteration 38F: 3 clusters Score -197312.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -197398.375000 Penalty: 2491.826416 Iteration 39Q: 3 clusters Score -197398.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -197413.515625 Penalty: 2491.826416 Iteration 40F: 3 clusters Score -197413.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -197430.453125 Penalty: 2491.826416 Iteration 41Q: 3 clusters Score -197430.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -197486.828125 Penalty: 2491.826416 Iteration 42Q: 3 clusters Score -197486.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -197549.437500 Penalty: 2491.826416 Iteration 43Q: 3 clusters Score -197549.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -197818.531250 Penalty: 2491.826416 Iteration 44Q: 3 clusters Score -197818.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -197910.296875 Penalty: 2491.826416 Iteration 45Q: 3 clusters Score -197910.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -197915.562500 Penalty: 2491.826416 Iteration 46Q: 3 clusters Score -197915.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -197915.562500 Penalty: 2491.826416 Iteration 47F: 3 clusters Score -197915.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 13780 members Mstep: Class 11 contains 1039 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 1634 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 11582 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 1949 members Mstep: Class 23 contains 2771 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 503 members Entering Unmasked Estep Score: -8160707.500000 Penalty: 46238.757812 Splitting cluster 13 changes total score from -8153375.500000 to -8160707.500000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 14 (8906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Entering Unmasked Estep Score: -879913.062500 Penalty: 1477.853027 Iteration 0F: 2 clusters Score -879913.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -873499.062500 Penalty: 2955.706055 Iteration 0F: 3 clusters Score -873499.1 nChanged 3787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -875586.000000 Penalty: 2955.706055 Iteration 1F: 3 clusters Score -875586 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -875927.875000 Penalty: 2955.706055 Iteration 2F: 3 clusters Score -875927.9 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -876243.937500 Penalty: 2955.706055 Iteration 3F: 3 clusters Score -876243.9 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -876508.187500 Penalty: 2955.706055 Iteration 4F: 3 clusters Score -876508.2 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -876726.812500 Penalty: 2955.706055 Iteration 5Q: 3 clusters Score -876726.8 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -876915.750000 Penalty: 2955.706055 Iteration 6Q: 3 clusters Score -876915.8 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -877077.062500 Penalty: 2955.706055 Iteration 7Q: 3 clusters Score -877077.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -877217.000000 Penalty: 2955.706055 Iteration 8Q: 3 clusters Score -877217 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -877366.500000 Penalty: 2955.706055 Iteration 9Q: 3 clusters Score -877366.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -877548.500000 Penalty: 2955.706055 Iteration 10Q: 3 clusters Score -877548.5 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -877771.812500 Penalty: 2955.706055 Iteration 11Q: 3 clusters Score -877771.8 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -877998.250000 Penalty: 2955.706055 Iteration 12Q: 3 clusters Score -877998.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -878257.750000 Penalty: 2955.706055 Iteration 13Q: 3 clusters Score -878257.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -878542.500000 Penalty: 2955.706055 Iteration 14Q: 3 clusters Score -878542.5 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -878787.437500 Penalty: 2955.706055 Iteration 15Q: 3 clusters Score -878787.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -878937.562500 Penalty: 2955.706055 Iteration 16Q: 3 clusters Score -878937.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -879049.375000 Penalty: 2955.706055 Iteration 17Q: 3 clusters Score -879049.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -879111.312500 Penalty: 2955.706055 Iteration 18Q: 3 clusters Score -879111.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -879146.375000 Penalty: 2955.706055 Iteration 19Q: 3 clusters Score -879146.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -879180.125000 Penalty: 2955.706055 Iteration 20F: 3 clusters Score -879180.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -879197.250000 Penalty: 2955.706055 Iteration 21Q: 3 clusters Score -879197.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -879215.312500 Penalty: 2955.706055 Iteration 22Q: 3 clusters Score -879215.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -879239.750000 Penalty: 2955.706055 Iteration 23Q: 3 clusters Score -879239.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -879250.312500 Penalty: 2955.706055 Iteration 24Q: 3 clusters Score -879250.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -879260.875000 Penalty: 2955.706055 Iteration 25Q: 3 clusters Score -879260.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -879262.250000 Penalty: 2955.706055 Iteration 26Q: 3 clusters Score -879262.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -879263.500000 Penalty: 2955.706055 Iteration 27Q: 3 clusters Score -879263.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -879266.250000 Penalty: 2955.706055 Iteration 28Q: 3 clusters Score -879266.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -879270.062500 Penalty: 2955.706055 Iteration 29Q: 3 clusters Score -879270.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -879274.937500 Penalty: 2955.706055 Iteration 30Q: 3 clusters Score -879274.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -879275.812500 Penalty: 2955.706055 Iteration 31F: 3 clusters Score -879275.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -879284.000000 Penalty: 2955.706055 Iteration 32Q: 3 clusters Score -879284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -879290.750000 Penalty: 2955.706055 Iteration 33Q: 3 clusters Score -879290.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -879295.000000 Penalty: 2955.706055 Iteration 34Q: 3 clusters Score -879295 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -879295.750000 Penalty: 2955.706055 Iteration 35Q: 3 clusters Score -879295.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -879296.125000 Penalty: 2955.706055 Iteration 36Q: 3 clusters Score -879296.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -879295.187500 Penalty: 2955.706055 Iteration 37Q: 3 clusters Score -879295.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -879298.000000 Penalty: 2955.706055 Iteration 38Q: 3 clusters Score -879298 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -879298.000000 Penalty: 2955.706055 Iteration 39F: 3 clusters Score -879298 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Entering Unmasked Estep Score: -572953.687500 Penalty: 1410.884888 Iteration 0F: 2 clusters Score -572953.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -568351.687500 Penalty: 2821.769775 Iteration 0F: 3 clusters Score -568351.7 nChanged 2451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -569849.750000 Penalty: 2821.769775 Iteration 1F: 3 clusters Score -569849.8 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -570330.062500 Penalty: 2821.769775 Iteration 2F: 3 clusters Score -570330.1 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -570731.500000 Penalty: 2821.769775 Iteration 3F: 3 clusters Score -570731.5 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -571090.312500 Penalty: 2821.769775 Iteration 4F: 3 clusters Score -571090.3 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -571454.000000 Penalty: 2821.769775 Iteration 5F: 3 clusters Score -571454 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -571829.250000 Penalty: 2821.769775 Iteration 6F: 3 clusters Score -571829.2 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -572158.812500 Penalty: 2821.769775 Iteration 7F: 3 clusters Score -572158.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -572342.875000 Penalty: 2821.769775 Iteration 8Q: 3 clusters Score -572342.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -572434.937500 Penalty: 2821.769775 Iteration 9Q: 3 clusters Score -572434.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -572484.500000 Penalty: 2821.769775 Iteration 10Q: 3 clusters Score -572484.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -572515.500000 Penalty: 2821.769775 Iteration 11Q: 3 clusters Score -572515.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -572532.750000 Penalty: 2821.769775 Iteration 12Q: 3 clusters Score -572532.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -572548.937500 Penalty: 2821.769775 Iteration 13Q: 3 clusters Score -572548.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -572565.375000 Penalty: 2821.769775 Iteration 14Q: 3 clusters Score -572565.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -572576.875000 Penalty: 2821.769775 Iteration 15Q: 3 clusters Score -572576.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -572583.875000 Penalty: 2821.769775 Iteration 16Q: 3 clusters Score -572583.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -572586.500000 Penalty: 2821.769775 Iteration 17Q: 3 clusters Score -572586.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -572589.937500 Penalty: 2821.769775 Iteration 18Q: 3 clusters Score -572589.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -572590.375000 Penalty: 2821.769775 Iteration 19Q: 3 clusters Score -572590.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -572593.312500 Penalty: 2821.769775 Iteration 20F: 3 clusters Score -572593.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -572596.187500 Penalty: 2821.769775 Iteration 21Q: 3 clusters Score -572596.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -572597.375000 Penalty: 2821.769775 Iteration 22Q: 3 clusters Score -572597.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -572599.125000 Penalty: 2821.769775 Iteration 23Q: 3 clusters Score -572599.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -572598.937500 Penalty: 2821.769775 Iteration 24Q: 3 clusters Score -572598.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -572598.375000 Penalty: 2821.769775 Iteration 25Q: 3 clusters Score -572598.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -572599.875000 Penalty: 2821.769775 Iteration 26Q: 3 clusters Score -572599.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -572600.375000 Penalty: 2821.769775 Iteration 27Q: 3 clusters Score -572600.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -572601.562500 Penalty: 2821.769775 Iteration 28Q: 3 clusters Score -572601.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -572601.562500 Penalty: 2821.769775 Iteration 29F: 3 clusters Score -572601.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Entering Unmasked Estep Score: -708948.625000 Penalty: 1444.758789 Iteration 0F: 2 clusters Score -708948.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -703558.062500 Penalty: 2889.517578 Iteration 0F: 3 clusters Score -703558.1 nChanged 3034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -705297.750000 Penalty: 2889.517578 Iteration 1F: 3 clusters Score -705297.8 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -705520.375000 Penalty: 2889.517578 Iteration 2F: 3 clusters Score -705520.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -705695.875000 Penalty: 2889.517578 Iteration 3Q: 3 clusters Score -705695.9 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -705854.937500 Penalty: 2889.517578 Iteration 4Q: 3 clusters Score -705854.9 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -706006.187500 Penalty: 2889.517578 Iteration 5Q: 3 clusters Score -706006.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -706147.187500 Penalty: 2889.517578 Iteration 6Q: 3 clusters Score -706147.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -706261.312500 Penalty: 2889.517578 Iteration 7Q: 3 clusters Score -706261.3 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -706375.937500 Penalty: 2889.517578 Iteration 8Q: 3 clusters Score -706375.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -706480.250000 Penalty: 2889.517578 Iteration 9Q: 3 clusters Score -706480.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -706576.875000 Penalty: 2889.517578 Iteration 10Q: 3 clusters Score -706576.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -706648.062500 Penalty: 2889.517578 Iteration 11Q: 3 clusters Score -706648.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -706724.562500 Penalty: 2889.517578 Iteration 12Q: 3 clusters Score -706724.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -706784.750000 Penalty: 2889.517578 Iteration 13Q: 3 clusters Score -706784.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -706831.937500 Penalty: 2889.517578 Iteration 14Q: 3 clusters Score -706831.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -706872.312500 Penalty: 2889.517578 Iteration 15Q: 3 clusters Score -706872.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -706924.562500 Penalty: 2889.517578 Iteration 16Q: 3 clusters Score -706924.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -706963.875000 Penalty: 2889.517578 Iteration 17Q: 3 clusters Score -706963.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -707015.937500 Penalty: 2889.517578 Iteration 18Q: 3 clusters Score -707015.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -707067.875000 Penalty: 2889.517578 Iteration 19Q: 3 clusters Score -707067.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -707123.937500 Penalty: 2889.517578 Iteration 20F: 3 clusters Score -707123.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -707182.437500 Penalty: 2889.517578 Iteration 21Q: 3 clusters Score -707182.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -707233.562500 Penalty: 2889.517578 Iteration 22Q: 3 clusters Score -707233.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -707292.562500 Penalty: 2889.517578 Iteration 23Q: 3 clusters Score -707292.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -707341.062500 Penalty: 2889.517578 Iteration 24Q: 3 clusters Score -707341.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -707383.687500 Penalty: 2889.517578 Iteration 25Q: 3 clusters Score -707383.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -707421.125000 Penalty: 2889.517578 Iteration 26Q: 3 clusters Score -707421.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -707454.750000 Penalty: 2889.517578 Iteration 27Q: 3 clusters Score -707454.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -707493.812500 Penalty: 2889.517578 Iteration 28Q: 3 clusters Score -707493.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -707521.312500 Penalty: 2889.517578 Iteration 29Q: 3 clusters Score -707521.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -707543.437500 Penalty: 2889.517578 Iteration 30Q: 3 clusters Score -707543.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -707565.062500 Penalty: 2889.517578 Iteration 31Q: 3 clusters Score -707565.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -707576.437500 Penalty: 2889.517578 Iteration 32Q: 3 clusters Score -707576.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -707582.812500 Penalty: 2889.517578 Iteration 33Q: 3 clusters Score -707582.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -707591.062500 Penalty: 2889.517578 Iteration 34Q: 3 clusters Score -707591.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -707597.312500 Penalty: 2889.517578 Iteration 35Q: 3 clusters Score -707597.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -707608.250000 Penalty: 2889.517578 Iteration 36Q: 3 clusters Score -707608.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -707620.062500 Penalty: 2889.517578 Iteration 37Q: 3 clusters Score -707620.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -707628.625000 Penalty: 2889.517578 Iteration 38Q: 3 clusters Score -707628.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -707637.937500 Penalty: 2889.517578 Iteration 39Q: 3 clusters Score -707637.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -707650.687500 Penalty: 2889.517578 Iteration 40F: 3 clusters Score -707650.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -707661.937500 Penalty: 2889.517578 Iteration 41Q: 3 clusters Score -707661.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -707675.375000 Penalty: 2889.517578 Iteration 42Q: 3 clusters Score -707675.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -707684.375000 Penalty: 2889.517578 Iteration 43Q: 3 clusters Score -707684.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -707696.750000 Penalty: 2889.517578 Iteration 44Q: 3 clusters Score -707696.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -707707.187500 Penalty: 2889.517578 Iteration 45Q: 3 clusters Score -707707.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -707715.687500 Penalty: 2889.517578 Iteration 46Q: 3 clusters Score -707715.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -707726.562500 Penalty: 2889.517578 Iteration 47Q: 3 clusters Score -707726.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -707743.250000 Penalty: 2889.517578 Iteration 48Q: 3 clusters Score -707743.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -707756.625000 Penalty: 2889.517578 Iteration 49Q: 3 clusters Score -707756.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -707766.250000 Penalty: 2889.517578 Iteration 50Q: 3 clusters Score -707766.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -707779.187500 Penalty: 2889.517578 Iteration 51Q: 3 clusters Score -707779.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -707792.562500 Penalty: 2889.517578 Iteration 52Q: 3 clusters Score -707792.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -707798.875000 Penalty: 2889.517578 Iteration 53Q: 3 clusters Score -707798.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -707803.562500 Penalty: 2889.517578 Iteration 54Q: 3 clusters Score -707803.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -707805.312500 Penalty: 2889.517578 Iteration 55Q: 3 clusters Score -707805.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -707810.687500 Penalty: 2889.517578 Iteration 56Q: 3 clusters Score -707810.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -707815.125000 Penalty: 2889.517578 Iteration 57Q: 3 clusters Score -707815.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -707820.812500 Penalty: 2889.517578 Iteration 58Q: 3 clusters Score -707820.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -707825.812500 Penalty: 2889.517578 Iteration 59Q: 3 clusters Score -707825.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -707827.000000 Penalty: 2889.517578 Iteration 60F: 3 clusters Score -707827 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -707827.750000 Penalty: 2889.517578 Iteration 61Q: 3 clusters Score -707827.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -707830.750000 Penalty: 2889.517578 Iteration 62Q: 3 clusters Score -707830.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -707833.062500 Penalty: 2889.517578 Iteration 63Q: 3 clusters Score -707833.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -707836.250000 Penalty: 2889.517578 Iteration 64Q: 3 clusters Score -707836.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -707836.375000 Penalty: 2889.517578 Iteration 65Q: 3 clusters Score -707836.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -707839.125000 Penalty: 2889.517578 Iteration 66Q: 3 clusters Score -707839.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -707839.187500 Penalty: 2889.517578 Iteration 67Q: 3 clusters Score -707839.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -707840.562500 Penalty: 2889.517578 Iteration 68Q: 3 clusters Score -707840.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -707840.250000 Penalty: 2889.517578 Iteration 69Q: 3 clusters Score -707840.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -707841.250000 Penalty: 2889.517578 Iteration 70Q: 3 clusters Score -707841.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -707842.312500 Penalty: 2889.517578 Iteration 71Q: 3 clusters Score -707842.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -707843.500000 Penalty: 2889.517578 Iteration 72Q: 3 clusters Score -707843.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -707843.500000 Penalty: 2889.517578 Iteration 73Q: 3 clusters Score -707843.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -707844.000000 Penalty: 2889.517578 Iteration 74Q: 3 clusters Score -707844 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -707844.000000 Penalty: 2889.517578 Iteration 75F: 3 clusters Score -707844 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (11582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Entering Unmasked Estep Score: -1128375.625000 Penalty: 1520.546143 Iteration 0F: 2 clusters Score -1128376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -1120256.125000 Penalty: 3041.092285 Iteration 0F: 3 clusters Score -1120256 nChanged 4981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -1123151.875000 Penalty: 3041.092285 Iteration 1F: 3 clusters Score -1123152 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -1123712.625000 Penalty: 3041.092285 Iteration 2F: 3 clusters Score -1123713 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -1124409.125000 Penalty: 3041.092285 Iteration 3F: 3 clusters Score -1124409 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -1125247.125000 Penalty: 3041.092285 Iteration 4F: 3 clusters Score -1125247 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -1126199.125000 Penalty: 3041.092285 Iteration 5F: 3 clusters Score -1126199 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -1127118.375000 Penalty: 3041.092285 Iteration 6F: 3 clusters Score -1127118 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1127850.500000 Penalty: 3041.092285 Iteration 7F: 3 clusters Score -1127850 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1128415.250000 Penalty: 3041.092285 Iteration 8F: 3 clusters Score -1128415 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1128925.750000 Penalty: 3041.092285 Iteration 9Q: 3 clusters Score -1128926 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7739 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1129484.875000 Penalty: 3041.092285 Iteration 10Q: 3 clusters Score -1129485 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1129979.375000 Penalty: 3041.092285 Iteration 11Q: 3 clusters Score -1129979 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1130366.750000 Penalty: 3041.092285 Iteration 12Q: 3 clusters Score -1130367 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1130626.500000 Penalty: 3041.092285 Iteration 13Q: 3 clusters Score -1130626 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -1130754.625000 Penalty: 3041.092285 Iteration 14Q: 3 clusters Score -1130755 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1130849.875000 Penalty: 3041.092285 Iteration 15Q: 3 clusters Score -1130850 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1130922.250000 Penalty: 3041.092285 Iteration 16Q: 3 clusters Score -1130922 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -1131017.500000 Penalty: 3041.092285 Iteration 17Q: 3 clusters Score -1131018 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -1131155.500000 Penalty: 3041.092285 Iteration 18Q: 3 clusters Score -1131156 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1131314.500000 Penalty: 3041.092285 Iteration 19Q: 3 clusters Score -1131314 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -1131551.750000 Penalty: 3041.092285 Iteration 20F: 3 clusters Score -1131552 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -1131782.875000 Penalty: 3041.092285 Iteration 21Q: 3 clusters Score -1131783 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1131870.250000 Penalty: 3041.092285 Iteration 22Q: 3 clusters Score -1131870 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1131902.125000 Penalty: 3041.092285 Iteration 23Q: 3 clusters Score -1131902 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -1131916.125000 Penalty: 3041.092285 Iteration 24Q: 3 clusters Score -1131916 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -1131924.250000 Penalty: 3041.092285 Iteration 25Q: 3 clusters Score -1131924 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -1131926.750000 Penalty: 3041.092285 Iteration 26Q: 3 clusters Score -1131927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8682 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -1131929.750000 Penalty: 3041.092285 Iteration 27Q: 3 clusters Score -1131930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1131933.375000 Penalty: 3041.092285 Iteration 28Q: 3 clusters Score -1131933 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1131936.000000 Penalty: 3041.092285 Iteration 29Q: 3 clusters Score -1131936 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1131939.250000 Penalty: 3041.092285 Iteration 30Q: 3 clusters Score -1131939 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8717 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1131940.125000 Penalty: 3041.092285 Iteration 31Q: 3 clusters Score -1131940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1131941.750000 Penalty: 3041.092285 Iteration 32Q: 3 clusters Score -1131942 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1131940.875000 Penalty: 3041.092285 Iteration 33Q: 3 clusters Score -1131941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1131940.875000 Penalty: 3041.092285 Iteration 34F: 3 clusters Score -1131941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 13780 members Mstep: Class 11 contains 1039 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 1634 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 8720 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 5952 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 1949 members Mstep: Class 23 contains 2771 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 503 members Mstep: Class 26 contains 2862 members Entering Unmasked Estep Score: -8163918.500000 Penalty: 48088.308594 Splitting cluster 17 changes total score from -8153375.500000 to -8163918.500000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 18 (1779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Entering Unmasked Estep Score: -166252.546875 Penalty: 1216.118530 Iteration 0F: 2 clusters Score -166252.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -164315.546875 Penalty: 2432.237061 Iteration 0F: 3 clusters Score -164315.5 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -164788.984375 Penalty: 2432.237061 Iteration 1F: 3 clusters Score -164789 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -164951.468750 Penalty: 2432.237061 Iteration 2F: 3 clusters Score -164951.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -165070.265625 Penalty: 2432.237061 Iteration 3F: 3 clusters Score -165070.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -165223.859375 Penalty: 2432.237061 Iteration 4F: 3 clusters Score -165223.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -165416.984375 Penalty: 2432.237061 Iteration 5F: 3 clusters Score -165417 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -165573.828125 Penalty: 2432.237061 Iteration 6F: 3 clusters Score -165573.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -165686.421875 Penalty: 2432.237061 Iteration 7Q: 3 clusters Score -165686.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -165737.828125 Penalty: 2432.237061 Iteration 8Q: 3 clusters Score -165737.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -165773.781250 Penalty: 2432.237061 Iteration 9Q: 3 clusters Score -165773.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -165813.750000 Penalty: 2432.237061 Iteration 10Q: 3 clusters Score -165813.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -165852.046875 Penalty: 2432.237061 Iteration 11Q: 3 clusters Score -165852 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -165872.453125 Penalty: 2432.237061 Iteration 12Q: 3 clusters Score -165872.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -165893.234375 Penalty: 2432.237061 Iteration 13Q: 3 clusters Score -165893.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -165907.750000 Penalty: 2432.237061 Iteration 14Q: 3 clusters Score -165907.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -165923.468750 Penalty: 2432.237061 Iteration 15Q: 3 clusters Score -165923.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -165940.890625 Penalty: 2432.237061 Iteration 16Q: 3 clusters Score -165940.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -165949.250000 Penalty: 2432.237061 Iteration 17Q: 3 clusters Score -165949.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -165953.015625 Penalty: 2432.237061 Iteration 18Q: 3 clusters Score -165953 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -165956.953125 Penalty: 2432.237061 Iteration 19Q: 3 clusters Score -165957 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -165959.281250 Penalty: 2432.237061 Iteration 20F: 3 clusters Score -165959.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -165961.718750 Penalty: 2432.237061 Iteration 21Q: 3 clusters Score -165961.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -165962.984375 Penalty: 2432.237061 Iteration 22Q: 3 clusters Score -165963 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -165965.750000 Penalty: 2432.237061 Iteration 23Q: 3 clusters Score -165965.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -165967.171875 Penalty: 2432.237061 Iteration 24Q: 3 clusters Score -165967.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -165969.984375 Penalty: 2432.237061 Iteration 25Q: 3 clusters Score -165970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -165977.109375 Penalty: 2432.237061 Iteration 26Q: 3 clusters Score -165977.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -165980.453125 Penalty: 2432.237061 Iteration 27Q: 3 clusters Score -165980.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -165981.062500 Penalty: 2432.237061 Iteration 28Q: 3 clusters Score -165981.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -165981.828125 Penalty: 2432.237061 Iteration 29Q: 3 clusters Score -165981.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -165982.140625 Penalty: 2432.237061 Iteration 30Q: 3 clusters Score -165982.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -165982.765625 Penalty: 2432.237061 Iteration 31Q: 3 clusters Score -165982.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -165985.687500 Penalty: 2432.237061 Iteration 32Q: 3 clusters Score -165985.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -165987.812500 Penalty: 2432.237061 Iteration 33Q: 3 clusters Score -165987.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -165988.500000 Penalty: 2432.237061 Iteration 34Q: 3 clusters Score -165988.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -165989.937500 Penalty: 2432.237061 Iteration 35Q: 3 clusters Score -165989.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -165991.421875 Penalty: 2432.237061 Iteration 36Q: 3 clusters Score -165991.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -165991.421875 Penalty: 2432.237061 Iteration 37F: 3 clusters Score -165991.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Entering Unmasked Estep Score: -306826.062500 Penalty: 1315.881226 Iteration 0F: 2 clusters Score -306826.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -303927.562500 Penalty: 2631.762451 Iteration 0F: 3 clusters Score -303927.6 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -304766.375000 Penalty: 2631.762451 Iteration 1F: 3 clusters Score -304766.4 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -305319.593750 Penalty: 2631.762451 Iteration 2F: 3 clusters Score -305319.6 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -305866.750000 Penalty: 2631.762451 Iteration 3F: 3 clusters Score -305866.8 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -306298.562500 Penalty: 2631.762451 Iteration 4F: 3 clusters Score -306298.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -306867.875000 Penalty: 2631.762451 Iteration 5F: 3 clusters Score -306867.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -307735.687500 Penalty: 2631.762451 Iteration 6F: 3 clusters Score -307735.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -308651.281250 Penalty: 2631.762451 Iteration 7F: 3 clusters Score -308651.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -308858.437500 Penalty: 2631.762451 Iteration 8Q: 3 clusters Score -308858.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -308884.750000 Penalty: 2631.762451 Iteration 9Q: 3 clusters Score -308884.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -308894.406250 Penalty: 2631.762451 Iteration 10Q: 3 clusters Score -308894.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -308898.593750 Penalty: 2631.762451 Iteration 11Q: 3 clusters Score -308898.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -308905.281250 Penalty: 2631.762451 Iteration 12Q: 3 clusters Score -308905.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -308913.312500 Penalty: 2631.762451 Iteration 13Q: 3 clusters Score -308913.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -308917.031250 Penalty: 2631.762451 Iteration 14Q: 3 clusters Score -308917 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -308923.750000 Penalty: 2631.762451 Iteration 15Q: 3 clusters Score -308923.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -308933.625000 Penalty: 2631.762451 Iteration 16Q: 3 clusters Score -308933.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -308944.968750 Penalty: 2631.762451 Iteration 17Q: 3 clusters Score -308945 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -308957.187500 Penalty: 2631.762451 Iteration 18Q: 3 clusters Score -308957.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -308969.531250 Penalty: 2631.762451 Iteration 19Q: 3 clusters Score -308969.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -308990.093750 Penalty: 2631.762451 Iteration 20F: 3 clusters Score -308990.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -309019.812500 Penalty: 2631.762451 Iteration 21Q: 3 clusters Score -309019.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -309050.750000 Penalty: 2631.762451 Iteration 22Q: 3 clusters Score -309050.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -309125.031250 Penalty: 2631.762451 Iteration 23Q: 3 clusters Score -309125 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -309254.218750 Penalty: 2631.762451 Iteration 24Q: 3 clusters Score -309254.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -309439.531250 Penalty: 2631.762451 Iteration 25Q: 3 clusters Score -309439.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -309646.718750 Penalty: 2631.762451 Iteration 26Q: 3 clusters Score -309646.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -309717.718750 Penalty: 2631.762451 Iteration 27Q: 3 clusters Score -309717.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -309732.593750 Penalty: 2631.762451 Iteration 28Q: 3 clusters Score -309732.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -309736.875000 Penalty: 2631.762451 Iteration 29Q: 3 clusters Score -309736.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -309738.093750 Penalty: 2631.762451 Iteration 30Q: 3 clusters Score -309738.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -309738.750000 Penalty: 2631.762451 Iteration 31Q: 3 clusters Score -309738.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -309738.750000 Penalty: 2631.762451 Iteration 32F: 3 clusters Score -309738.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 2271 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 13780 members Mstep: Class 11 contains 1039 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 1634 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 8720 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 2380 members Mstep: Class 20 contains 5952 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 1949 members Mstep: Class 23 contains 2771 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 503 members Mstep: Class 26 contains 2862 members Mstep: Class 27 contains 907 members Entering Unmasked Estep Score: -8166303.500000 Penalty: 49937.859375 Splitting cluster 19 changes total score from -8153375.500000 to -8166303.500000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 20 (5952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Entering Unmasked Estep Score: -565065.937500 Penalty: 1412.365967 Iteration 0F: 2 clusters Score -565065.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -560470.187500 Penalty: 2824.731934 Iteration 0F: 3 clusters Score -560470.2 nChanged 2451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -561894.000000 Penalty: 2824.731934 Iteration 1F: 3 clusters Score -561894 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -562265.062500 Penalty: 2824.731934 Iteration 2F: 3 clusters Score -562265.1 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -562658.625000 Penalty: 2824.731934 Iteration 3F: 3 clusters Score -562658.6 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -563002.750000 Penalty: 2824.731934 Iteration 4F: 3 clusters Score -563002.8 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -563287.750000 Penalty: 2824.731934 Iteration 5F: 3 clusters Score -563287.8 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -563503.000000 Penalty: 2824.731934 Iteration 6F: 3 clusters Score -563503 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -563632.062500 Penalty: 2824.731934 Iteration 7Q: 3 clusters Score -563632.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -563728.875000 Penalty: 2824.731934 Iteration 8Q: 3 clusters Score -563728.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -563812.312500 Penalty: 2824.731934 Iteration 9Q: 3 clusters Score -563812.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -563880.187500 Penalty: 2824.731934 Iteration 10Q: 3 clusters Score -563880.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -563949.375000 Penalty: 2824.731934 Iteration 11Q: 3 clusters Score -563949.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -564020.312500 Penalty: 2824.731934 Iteration 12Q: 3 clusters Score -564020.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -564073.812500 Penalty: 2824.731934 Iteration 13Q: 3 clusters Score -564073.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -564111.875000 Penalty: 2824.731934 Iteration 14Q: 3 clusters Score -564111.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -564142.437500 Penalty: 2824.731934 Iteration 15Q: 3 clusters Score -564142.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -564168.625000 Penalty: 2824.731934 Iteration 16Q: 3 clusters Score -564168.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -564183.062500 Penalty: 2824.731934 Iteration 17Q: 3 clusters Score -564183.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -564194.375000 Penalty: 2824.731934 Iteration 18Q: 3 clusters Score -564194.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -564203.250000 Penalty: 2824.731934 Iteration 19Q: 3 clusters Score -564203.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -564210.250000 Penalty: 2824.731934 Iteration 20F: 3 clusters Score -564210.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -564214.875000 Penalty: 2824.731934 Iteration 21Q: 3 clusters Score -564214.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -564219.625000 Penalty: 2824.731934 Iteration 22Q: 3 clusters Score -564219.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -564224.125000 Penalty: 2824.731934 Iteration 23Q: 3 clusters Score -564224.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -564225.625000 Penalty: 2824.731934 Iteration 24Q: 3 clusters Score -564225.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -564226.375000 Penalty: 2824.731934 Iteration 25Q: 3 clusters Score -564226.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -564228.312500 Penalty: 2824.731934 Iteration 26Q: 3 clusters Score -564228.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -564233.312500 Penalty: 2824.731934 Iteration 27Q: 3 clusters Score -564233.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -564236.500000 Penalty: 2824.731934 Iteration 28Q: 3 clusters Score -564236.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -564239.750000 Penalty: 2824.731934 Iteration 29Q: 3 clusters Score -564239.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -564243.062500 Penalty: 2824.731934 Iteration 30Q: 3 clusters Score -564243.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -564245.500000 Penalty: 2824.731934 Iteration 31Q: 3 clusters Score -564245.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -564247.375000 Penalty: 2824.731934 Iteration 32Q: 3 clusters Score -564247.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -564248.812500 Penalty: 2824.731934 Iteration 33Q: 3 clusters Score -564248.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -564249.000000 Penalty: 2824.731934 Iteration 34Q: 3 clusters Score -564249 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -564250.000000 Penalty: 2824.731934 Iteration 35Q: 3 clusters Score -564250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -564250.437500 Penalty: 2824.731934 Iteration 36Q: 3 clusters Score -564250.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -564250.437500 Penalty: 2824.731934 Iteration 37F: 3 clusters Score -564250.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 2014 members Mstep: Class 5 contains 1684 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 1599 members Mstep: Class 9 contains 4387 members Mstep: Class 10 contains 13780 members Mstep: Class 11 contains 1039 members Mstep: Class 12 contains 4632 members Mstep: Class 13 contains 1634 members Mstep: Class 14 contains 8906 members Mstep: Class 15 contains 5898 members Mstep: Class 16 contains 7265 members Mstep: Class 17 contains 8720 members Mstep: Class 18 contains 1779 members Mstep: Class 19 contains 2380 members Mstep: Class 20 contains 5952 members Entering Unmasked Estep ConsiderDeletion Score: -8167561.500000 Penalty: 49937.859375 Iteration 39Q: 28 clusters Score -8167562 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 954 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 1683 members Mstep: Class 6 contains 804 members Mstep: Class 7 contains 1607 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4386 members Mstep: Class 10 contains 13716 members Mstep: Class 11 contains 1053 members Mstep: Class 12 contains 4560 members Mstep: Class 13 contains 1644 members Mstep: Class 14 contains 8903 members Mstep: Class 15 contains 5927 members Mstep: Class 16 contains 7258 members Mstep: Class 17 contains 8699 members Mstep: Class 18 contains 1765 members Mstep: Class 19 contains 2388 members Mstep: Class 20 contains 5907 members Mstep: Class 21 contains 944 members Mstep: Class 22 contains 1938 members Mstep: Class 23 contains 2752 members Mstep: Class 24 contains 814 members Mstep: Class 25 contains 494 members Mstep: Class 26 contains 2846 members Mstep: Class 27 contains 907 members Entering Unmasked Estep ConsiderDeletion Score: -8169279.000000 Penalty: 49937.859375 Iteration 40F: 28 clusters Score -8169279 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 893 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2000 members Mstep: Class 5 contains 1678 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 1614 members Mstep: Class 8 contains 2206 members Mstep: Class 9 contains 4384 members Mstep: Class 10 contains 13694 members Mstep: Class 11 contains 1060 members Mstep: Class 12 contains 4497 members Mstep: Class 13 contains 1622 members Mstep: Class 14 contains 8868 members Mstep: Class 15 contains 5950 members Mstep: Class 16 contains 7241 members Mstep: Class 17 contains 8612 members Mstep: Class 18 contains 1753 members Mstep: Class 19 contains 2363 members Mstep: Class 20 contains 5887 members Mstep: Class 21 contains 967 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2813 members Mstep: Class 24 contains 822 members Mstep: Class 25 contains 515 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 926 members Entering Unmasked Estep ConsiderDeletion Score: -8170222.000000 Penalty: 49937.859375 Iteration 41Q: 28 clusters Score -8170222 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 920 members Mstep: Class 3 contains 1020 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 1677 members Mstep: Class 6 contains 911 members Mstep: Class 7 contains 1619 members Mstep: Class 8 contains 2191 members Mstep: Class 9 contains 4384 members Mstep: Class 10 contains 13715 members Mstep: Class 11 contains 1084 members Mstep: Class 12 contains 4452 members Mstep: Class 13 contains 1616 members Mstep: Class 14 contains 8843 members Mstep: Class 15 contains 5962 members Mstep: Class 16 contains 7231 members Mstep: Class 17 contains 8564 members Mstep: Class 18 contains 1751 members Mstep: Class 19 contains 2355 members Mstep: Class 20 contains 5882 members Mstep: Class 21 contains 973 members Mstep: Class 22 contains 1949 members Mstep: Class 23 contains 2820 members Mstep: Class 24 contains 824 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2833 members Mstep: Class 27 contains 931 members Entering Unmasked Estep ConsiderDeletion Score: -8170576.000000 Penalty: 49937.859375 Iteration 42Q: 28 clusters Score -8170576 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 945 members Mstep: Class 3 contains 1043 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1676 members Mstep: Class 6 contains 963 members Mstep: Class 7 contains 1625 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 4384 members Mstep: Class 10 contains 13746 members Mstep: Class 11 contains 1089 members Mstep: Class 12 contains 4401 members Mstep: Class 13 contains 1614 members Mstep: Class 14 contains 8834 members Mstep: Class 15 contains 5979 members Mstep: Class 16 contains 7222 members Mstep: Class 17 contains 8527 members Mstep: Class 18 contains 1750 members Mstep: Class 19 contains 2349 members Mstep: Class 20 contains 5875 members Mstep: Class 21 contains 980 members Mstep: Class 22 contains 1950 members Mstep: Class 23 contains 2800 members Mstep: Class 24 contains 827 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2827 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8170858.000000 Penalty: 49937.859375 Iteration 43Q: 28 clusters Score -8170858 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 950 members Mstep: Class 3 contains 1056 members Mstep: Class 4 contains 1995 members Mstep: Class 5 contains 1675 members Mstep: Class 6 contains 1013 members Mstep: Class 7 contains 1628 members Mstep: Class 8 contains 2181 members Mstep: Class 9 contains 4383 members Mstep: Class 10 contains 13783 members Mstep: Class 11 contains 1095 members Mstep: Class 12 contains 4366 members Mstep: Class 13 contains 1610 members Mstep: Class 14 contains 8833 members Mstep: Class 15 contains 5989 members Mstep: Class 16 contains 7216 members Mstep: Class 17 contains 8506 members Mstep: Class 18 contains 1749 members Mstep: Class 19 contains 2346 members Mstep: Class 20 contains 5866 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 1949 members Mstep: Class 23 contains 2774 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171023.000000 Penalty: 49937.859375 Iteration 44Q: 28 clusters Score -8171023 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 952 members Mstep: Class 3 contains 1061 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 1675 members Mstep: Class 6 contains 1069 members Mstep: Class 7 contains 1628 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 4381 members Mstep: Class 10 contains 13803 members Mstep: Class 11 contains 1096 members Mstep: Class 12 contains 4318 members Mstep: Class 13 contains 1609 members Mstep: Class 14 contains 8827 members Mstep: Class 15 contains 6003 members Mstep: Class 16 contains 7213 members Mstep: Class 17 contains 8493 members Mstep: Class 18 contains 1746 members Mstep: Class 19 contains 2344 members Mstep: Class 20 contains 5862 members Mstep: Class 21 contains 998 members Mstep: Class 22 contains 1948 members Mstep: Class 23 contains 2758 members Mstep: Class 24 contains 830 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171204.000000 Penalty: 49937.859375 Iteration 45Q: 28 clusters Score -8171204 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 953 members Mstep: Class 3 contains 1073 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 4385 members Mstep: Class 10 contains 13832 members Mstep: Class 11 contains 1102 members Mstep: Class 12 contains 4274 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8819 members Mstep: Class 15 contains 6010 members Mstep: Class 16 contains 7209 members Mstep: Class 17 contains 8484 members Mstep: Class 18 contains 1738 members Mstep: Class 19 contains 2341 members Mstep: Class 20 contains 5857 members Mstep: Class 21 contains 1006 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2739 members Mstep: Class 24 contains 829 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171280.000000 Penalty: 49937.859375 Iteration 46Q: 28 clusters Score -8171280 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 948 members Mstep: Class 3 contains 1082 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1675 members Mstep: Class 6 contains 1160 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2181 members Mstep: Class 9 contains 4389 members Mstep: Class 10 contains 13851 members Mstep: Class 11 contains 1098 members Mstep: Class 12 contains 4241 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8816 members Mstep: Class 15 contains 6020 members Mstep: Class 16 contains 7207 members Mstep: Class 17 contains 8475 members Mstep: Class 18 contains 1729 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5858 members Mstep: Class 21 contains 1012 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2728 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171372.000000 Penalty: 49937.859375 Iteration 47Q: 28 clusters Score -8171372 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 942 members Mstep: Class 3 contains 1086 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1675 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2181 members Mstep: Class 9 contains 4393 members Mstep: Class 10 contains 13865 members Mstep: Class 11 contains 1094 members Mstep: Class 12 contains 4215 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8810 members Mstep: Class 15 contains 6025 members Mstep: Class 16 contains 7208 members Mstep: Class 17 contains 8471 members Mstep: Class 18 contains 1722 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5859 members Mstep: Class 21 contains 1019 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2722 members Mstep: Class 24 contains 830 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171416.500000 Penalty: 49937.859375 Iteration 48Q: 28 clusters Score -8171416 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 934 members Mstep: Class 3 contains 1088 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1675 members Mstep: Class 6 contains 1210 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2181 members Mstep: Class 9 contains 4395 members Mstep: Class 10 contains 13872 members Mstep: Class 11 contains 1089 members Mstep: Class 12 contains 4196 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8808 members Mstep: Class 15 contains 6031 members Mstep: Class 16 contains 7208 members Mstep: Class 17 contains 8466 members Mstep: Class 18 contains 1724 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5859 members Mstep: Class 21 contains 1024 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2720 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171444.000000 Penalty: 49937.859375 Iteration 49Q: 28 clusters Score -8171444 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 934 members Mstep: Class 3 contains 1088 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1232 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 4398 members Mstep: Class 10 contains 13886 members Mstep: Class 11 contains 1086 members Mstep: Class 12 contains 4183 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8807 members Mstep: Class 15 contains 6036 members Mstep: Class 16 contains 7208 members Mstep: Class 17 contains 8465 members Mstep: Class 18 contains 1721 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1027 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2708 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171475.500000 Penalty: 49937.859375 Iteration 50Q: 28 clusters Score -8171476 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 1088 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1246 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2181 members Mstep: Class 9 contains 4398 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 1083 members Mstep: Class 12 contains 4174 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6039 members Mstep: Class 16 contains 7208 members Mstep: Class 17 contains 8461 members Mstep: Class 18 contains 1719 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1028 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2707 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171472.500000 Penalty: 49937.859375 Iteration 51Q: 28 clusters Score -8171472 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 930 members Mstep: Class 3 contains 1091 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1255 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2181 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13896 members Mstep: Class 11 contains 1083 members Mstep: Class 12 contains 4170 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6040 members Mstep: Class 16 contains 7207 members Mstep: Class 17 contains 8458 members Mstep: Class 18 contains 1714 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1029 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2698 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171471.000000 Penalty: 49937.859375 Iteration 52Q: 28 clusters Score -8171471 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1091 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1262 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2182 members Mstep: Class 9 contains 4403 members Mstep: Class 10 contains 13902 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4165 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6042 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8457 members Mstep: Class 18 contains 1712 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1030 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2693 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171485.000000 Penalty: 49937.859375 Iteration 53Q: 28 clusters Score -8171485 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1090 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1266 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4404 members Mstep: Class 10 contains 13905 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6042 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8457 members Mstep: Class 18 contains 1711 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1030 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2691 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171478.500000 Penalty: 49937.859375 Iteration 54Q: 28 clusters Score -8171478 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1091 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1272 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4404 members Mstep: Class 10 contains 13907 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4156 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6042 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8456 members Mstep: Class 18 contains 1712 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1030 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2689 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171482.500000 Penalty: 49937.859375 Iteration 55Q: 28 clusters Score -8171482 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1092 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1277 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4404 members Mstep: Class 10 contains 13910 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4150 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6042 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8455 members Mstep: Class 18 contains 1710 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1031 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2688 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171474.000000 Penalty: 49937.859375 Iteration 56Q: 28 clusters Score -8171474 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1093 members Mstep: Class 4 contains 2001 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1280 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4403 members Mstep: Class 10 contains 13912 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4148 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6042 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1710 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5855 members Mstep: Class 21 contains 1032 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2686 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171476.500000 Penalty: 49937.859375 Iteration 57Q: 28 clusters Score -8171476 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 2000 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1284 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4403 members Mstep: Class 10 contains 13915 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4145 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6041 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1710 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5855 members Mstep: Class 21 contains 1032 members Mstep: Class 22 contains 1945 members Mstep: Class 23 contains 2683 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171480.500000 Penalty: 49937.859375 Iteration 58Q: 28 clusters Score -8171480 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1999 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1290 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13916 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4140 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6041 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1710 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5855 members Mstep: Class 21 contains 1032 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2682 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171468.000000 Penalty: 49937.859375 Iteration 59Q: 28 clusters Score -8171468 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1999 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1295 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13920 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4136 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8806 members Mstep: Class 15 contains 6041 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1710 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1032 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2678 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171497.000000 Penalty: 49937.859375 Iteration 60F: 28 clusters Score -8171497 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 930 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1999 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1302 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13924 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4133 members Mstep: Class 13 contains 1605 members Mstep: Class 14 contains 8804 members Mstep: Class 15 contains 6041 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1709 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5854 members Mstep: Class 21 contains 1034 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2674 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171540.500000 Penalty: 49937.859375 Iteration 61Q: 28 clusters Score -8171540 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 930 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13927 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4131 members Mstep: Class 13 contains 1603 members Mstep: Class 14 contains 8804 members Mstep: Class 15 contains 6041 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1708 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5852 members Mstep: Class 21 contains 1037 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2673 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171546.500000 Penalty: 49937.859375 Iteration 62Q: 28 clusters Score -8171546 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1093 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1316 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2183 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13928 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4127 members Mstep: Class 13 contains 1603 members Mstep: Class 14 contains 8804 members Mstep: Class 15 contains 6041 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1708 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5852 members Mstep: Class 21 contains 1037 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2671 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171564.000000 Penalty: 49937.859375 Iteration 63Q: 28 clusters Score -8171564 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 928 members Mstep: Class 3 contains 1091 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1323 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2184 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13930 members Mstep: Class 11 contains 1081 members Mstep: Class 12 contains 4123 members Mstep: Class 13 contains 1603 members Mstep: Class 14 contains 8805 members Mstep: Class 15 contains 6041 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5850 members Mstep: Class 21 contains 1037 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2672 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171583.500000 Penalty: 49937.859375 Iteration 64Q: 28 clusters Score -8171584 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 928 members Mstep: Class 3 contains 1095 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1329 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2184 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13934 members Mstep: Class 11 contains 1079 members Mstep: Class 12 contains 4120 members Mstep: Class 13 contains 1603 members Mstep: Class 14 contains 8802 members Mstep: Class 15 contains 6042 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171600.000000 Penalty: 49937.859375 Iteration 65Q: 28 clusters Score -8171600 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 927 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1334 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13935 members Mstep: Class 11 contains 1079 members Mstep: Class 12 contains 4118 members Mstep: Class 13 contains 1603 members Mstep: Class 14 contains 8802 members Mstep: Class 15 contains 6042 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8453 members Mstep: Class 18 contains 1706 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1035 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171609.500000 Penalty: 49937.859375 Iteration 66Q: 28 clusters Score -8171610 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 927 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1336 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2186 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13935 members Mstep: Class 11 contains 1079 members Mstep: Class 12 contains 4117 members Mstep: Class 13 contains 1604 members Mstep: Class 14 contains 8801 members Mstep: Class 15 contains 6043 members Mstep: Class 16 contains 7206 members Mstep: Class 17 contains 8453 members Mstep: Class 18 contains 1706 members Mstep: Class 19 contains 2341 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1034 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2671 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171604.000000 Penalty: 49937.859375 Iteration 67Q: 28 clusters Score -8171604 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 929 members Mstep: Class 3 contains 1095 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1339 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2186 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13936 members Mstep: Class 11 contains 1078 members Mstep: Class 12 contains 4117 members Mstep: Class 13 contains 1604 members Mstep: Class 14 contains 8799 members Mstep: Class 15 contains 6044 members Mstep: Class 16 contains 7205 members Mstep: Class 17 contains 8453 members Mstep: Class 18 contains 1704 members Mstep: Class 19 contains 2341 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1034 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 834 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171622.000000 Penalty: 49937.859375 Iteration 68Q: 28 clusters Score -8171622 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 931 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1343 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2186 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13935 members Mstep: Class 11 contains 1078 members Mstep: Class 12 contains 4117 members Mstep: Class 13 contains 1605 members Mstep: Class 14 contains 8799 members Mstep: Class 15 contains 6046 members Mstep: Class 16 contains 7204 members Mstep: Class 17 contains 8453 members Mstep: Class 18 contains 1702 members Mstep: Class 19 contains 2341 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1034 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 834 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171640.500000 Penalty: 49937.859375 Iteration 69Q: 28 clusters Score -8171640 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1347 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2186 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13936 members Mstep: Class 11 contains 1077 members Mstep: Class 12 contains 4115 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8798 members Mstep: Class 15 contains 6047 members Mstep: Class 16 contains 7204 members Mstep: Class 17 contains 8453 members Mstep: Class 18 contains 1701 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5850 members Mstep: Class 21 contains 1034 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 834 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -8171650.500000 Penalty: 49937.859375 Iteration 70Q: 28 clusters Score -8171650 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1352 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2186 members Mstep: Class 9 contains 4402 members Mstep: Class 10 contains 13936 members Mstep: Class 11 contains 1078 members Mstep: Class 12 contains 4114 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8798 members Mstep: Class 15 contains 6047 members Mstep: Class 16 contains 7204 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1699 members Mstep: Class 19 contains 2339 members Mstep: Class 20 contains 5850 members Mstep: Class 21 contains 1035 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171658.000000 Penalty: 49937.859375 Iteration 71Q: 28 clusters Score -8171658 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1358 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2186 members Mstep: Class 9 contains 4403 members Mstep: Class 10 contains 13938 members Mstep: Class 11 contains 1079 members Mstep: Class 12 contains 4112 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6047 members Mstep: Class 16 contains 7204 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1694 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1035 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2671 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171655.500000 Penalty: 49937.859375 Iteration 72Q: 28 clusters Score -8171656 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2186 members Mstep: Class 9 contains 4403 members Mstep: Class 10 contains 13940 members Mstep: Class 11 contains 1080 members Mstep: Class 12 contains 4111 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6047 members Mstep: Class 16 contains 7204 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1690 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2671 members Mstep: Class 24 contains 831 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171667.500000 Penalty: 49937.859375 Iteration 73Q: 28 clusters Score -8171668 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4403 members Mstep: Class 10 contains 13941 members Mstep: Class 11 contains 1079 members Mstep: Class 12 contains 4109 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6050 members Mstep: Class 16 contains 7204 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1686 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171674.500000 Penalty: 49937.859375 Iteration 74Q: 28 clusters Score -8171674 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1370 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4404 members Mstep: Class 10 contains 13941 members Mstep: Class 11 contains 1077 members Mstep: Class 12 contains 4108 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6052 members Mstep: Class 16 contains 7204 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1684 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171665.500000 Penalty: 49937.859375 Iteration 75Q: 28 clusters Score -8171666 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1374 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4406 members Mstep: Class 10 contains 13941 members Mstep: Class 11 contains 1076 members Mstep: Class 12 contains 4105 members Mstep: Class 13 contains 1606 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6054 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1683 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171657.500000 Penalty: 49937.859375 Iteration 76Q: 28 clusters Score -8171658 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1378 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4408 members Mstep: Class 10 contains 13941 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 4104 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6055 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1679 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171663.000000 Penalty: 49937.859375 Iteration 77Q: 28 clusters Score -8171663 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1383 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4409 members Mstep: Class 10 contains 13943 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 4101 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6055 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1676 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8171667.500000 Penalty: 49937.859375 Iteration 78Q: 28 clusters Score -8171668 nChanged 5 Entering ConstructFrom: Score: -8171667.500000 Penalty: 49937.859375 Entering ConstructFrom: Trying to split cluster 1 (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: -40183.035156 Penalty: 1020.564331 Iteration 0F: 2 clusters Score -40183.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -39205.050781 Penalty: 2041.128662 Iteration 0F: 3 clusters Score -39205.05 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -39639.636719 Penalty: 2041.128662 Iteration 1F: 3 clusters Score -39639.64 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -39791.640625 Penalty: 2041.128662 Iteration 2F: 3 clusters Score -39791.64 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -39876.066406 Penalty: 2041.128662 Iteration 3F: 3 clusters Score -39876.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -39928.343750 Penalty: 2041.128662 Iteration 4Q: 3 clusters Score -39928.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -39963.335938 Penalty: 2041.128662 Iteration 5Q: 3 clusters Score -39963.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -40034.109375 Penalty: 2041.128662 Iteration 6Q: 3 clusters Score -40034.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -40087.136719 Penalty: 2041.128662 Iteration 7Q: 3 clusters Score -40087.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -40145.554688 Penalty: 2041.128662 Iteration 8Q: 3 clusters Score -40145.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -40178.472656 Penalty: 2041.128662 Iteration 9Q: 3 clusters Score -40178.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -40202.324219 Penalty: 2041.128662 Iteration 10Q: 3 clusters Score -40202.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -40208.144531 Penalty: 2041.128662 Iteration 11Q: 3 clusters Score -40208.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -40209.046875 Penalty: 2041.128662 Iteration 12Q: 3 clusters Score -40209.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -40209.046875 Penalty: 2041.128662 Iteration 13F: 3 clusters Score -40209.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1385 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 4099 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6055 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 268 members Entering Unmasked Estep Score: -8170866.500000 Penalty: 51787.410156 Splitting cluster 1 changes total score from -8171667.500000 to -8170866.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Entering Unmasked Estep Score: -77487.078125 Penalty: 1111.066528 Iteration 0F: 2 clusters Score -77487.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -76165.945312 Penalty: 2222.133057 Iteration 0F: 3 clusters Score -76165.95 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -76595.031250 Penalty: 2222.133057 Iteration 1F: 3 clusters Score -76595.03 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -76786.148438 Penalty: 2222.133057 Iteration 2F: 3 clusters Score -76786.15 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -76890.000000 Penalty: 2222.133057 Iteration 3Q: 3 clusters Score -76890 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -76947.273438 Penalty: 2222.133057 Iteration 4Q: 3 clusters Score -76947.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -76992.523438 Penalty: 2222.133057 Iteration 5Q: 3 clusters Score -76992.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -77013.453125 Penalty: 2222.133057 Iteration 6Q: 3 clusters Score -77013.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -77054.078125 Penalty: 2222.133057 Iteration 7Q: 3 clusters Score -77054.08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -77104.820312 Penalty: 2222.133057 Iteration 8Q: 3 clusters Score -77104.82 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -77150.976562 Penalty: 2222.133057 Iteration 9Q: 3 clusters Score -77150.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -77216.375000 Penalty: 2222.133057 Iteration 10Q: 3 clusters Score -77216.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -77246.710938 Penalty: 2222.133057 Iteration 11Q: 3 clusters Score -77246.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -77259.796875 Penalty: 2222.133057 Iteration 12Q: 3 clusters Score -77259.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -77267.390625 Penalty: 2222.133057 Iteration 13Q: 3 clusters Score -77267.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -77273.906250 Penalty: 2222.133057 Iteration 14Q: 3 clusters Score -77273.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -77274.898438 Penalty: 2222.133057 Iteration 15Q: 3 clusters Score -77274.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -77275.171875 Penalty: 2222.133057 Iteration 16Q: 3 clusters Score -77275.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -77275.171875 Penalty: 2222.133057 Iteration 17F: 3 clusters Score -77275.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Entering Unmasked Estep Score: -104862.328125 Penalty: 1137.109375 Iteration 0F: 2 clusters Score -104862.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -103369.937500 Penalty: 2274.218750 Iteration 0F: 3 clusters Score -103369.9 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -103643.632812 Penalty: 2274.218750 Iteration 1F: 3 clusters Score -103643.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -103734.765625 Penalty: 2274.218750 Iteration 2F: 3 clusters Score -103734.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -103781.328125 Penalty: 2274.218750 Iteration 3Q: 3 clusters Score -103781.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -103808.312500 Penalty: 2274.218750 Iteration 4Q: 3 clusters Score -103808.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -103830.734375 Penalty: 2274.218750 Iteration 5Q: 3 clusters Score -103830.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -103843.335938 Penalty: 2274.218750 Iteration 6Q: 3 clusters Score -103843.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -103850.453125 Penalty: 2274.218750 Iteration 7Q: 3 clusters Score -103850.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -103854.203125 Penalty: 2274.218750 Iteration 8Q: 3 clusters Score -103854.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -103855.945312 Penalty: 2274.218750 Iteration 9Q: 3 clusters Score -103855.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -103859.359375 Penalty: 2274.218750 Iteration 10Q: 3 clusters Score -103859.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -103860.945312 Penalty: 2274.218750 Iteration 11Q: 3 clusters Score -103860.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -103862.726562 Penalty: 2274.218750 Iteration 12Q: 3 clusters Score -103862.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -103864.710938 Penalty: 2274.218750 Iteration 13Q: 3 clusters Score -103864.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -103864.960938 Penalty: 2274.218750 Iteration 14Q: 3 clusters Score -103865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -103865.156250 Penalty: 2274.218750 Iteration 15Q: 3 clusters Score -103865.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -103865.765625 Penalty: 2274.218750 Iteration 16Q: 3 clusters Score -103865.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -103866.992188 Penalty: 2274.218750 Iteration 17Q: 3 clusters Score -103867 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -103868.007812 Penalty: 2274.218750 Iteration 18Q: 3 clusters Score -103868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -103868.007812 Penalty: 2274.218750 Iteration 19F: 3 clusters Score -103868 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Entering Unmasked Estep Score: -191673.890625 Penalty: 1234.902710 Iteration 0F: 2 clusters Score -191673.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -189626.828125 Penalty: 2469.805420 Iteration 0F: 3 clusters Score -189626.8 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -190130.609375 Penalty: 2469.805420 Iteration 1F: 3 clusters Score -190130.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -190370.968750 Penalty: 2469.805420 Iteration 2F: 3 clusters Score -190371 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -190575.531250 Penalty: 2469.805420 Iteration 3F: 3 clusters Score -190575.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -190757.312500 Penalty: 2469.805420 Iteration 4F: 3 clusters Score -190757.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -190922.046875 Penalty: 2469.805420 Iteration 5F: 3 clusters Score -190922 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -191112.390625 Penalty: 2469.805420 Iteration 6F: 3 clusters Score -191112.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -191254.562500 Penalty: 2469.805420 Iteration 7Q: 3 clusters Score -191254.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -191345.062500 Penalty: 2469.805420 Iteration 8Q: 3 clusters Score -191345.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -191395.703125 Penalty: 2469.805420 Iteration 9Q: 3 clusters Score -191395.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -191438.468750 Penalty: 2469.805420 Iteration 10Q: 3 clusters Score -191438.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -191506.171875 Penalty: 2469.805420 Iteration 11Q: 3 clusters Score -191506.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -191650.250000 Penalty: 2469.805420 Iteration 12Q: 3 clusters Score -191650.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -191767.531250 Penalty: 2469.805420 Iteration 13Q: 3 clusters Score -191767.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -191818.000000 Penalty: 2469.805420 Iteration 14Q: 3 clusters Score -191818 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -191836.546875 Penalty: 2469.805420 Iteration 15Q: 3 clusters Score -191836.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -191839.703125 Penalty: 2469.805420 Iteration 16Q: 3 clusters Score -191839.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -191841.250000 Penalty: 2469.805420 Iteration 17Q: 3 clusters Score -191841.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -191841.250000 Penalty: 2469.805420 Iteration 18F: 3 clusters Score -191841.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 838 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 1385 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 4099 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6055 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 1159 members Entering Unmasked Estep Score: -8171225.500000 Penalty: 51787.410156 Splitting cluster 4 changes total score from -8171667.500000 to -8171225.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Entering Unmasked Estep Score: -167293.812500 Penalty: 1206.232788 Iteration 0F: 2 clusters Score -167293.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -165384.421875 Penalty: 2412.465576 Iteration 0F: 3 clusters Score -165384.4 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -165769.390625 Penalty: 2412.465576 Iteration 1F: 3 clusters Score -165769.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -165878.218750 Penalty: 2412.465576 Iteration 2F: 3 clusters Score -165878.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -165950.359375 Penalty: 2412.465576 Iteration 3F: 3 clusters Score -165950.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -165994.062500 Penalty: 2412.465576 Iteration 4Q: 3 clusters Score -165994.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -166019.453125 Penalty: 2412.465576 Iteration 5Q: 3 clusters Score -166019.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -166039.328125 Penalty: 2412.465576 Iteration 6Q: 3 clusters Score -166039.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -166053.984375 Penalty: 2412.465576 Iteration 7Q: 3 clusters Score -166054 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -166072.046875 Penalty: 2412.465576 Iteration 8Q: 3 clusters Score -166072 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -166094.250000 Penalty: 2412.465576 Iteration 9Q: 3 clusters Score -166094.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -166111.671875 Penalty: 2412.465576 Iteration 10Q: 3 clusters Score -166111.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -166126.906250 Penalty: 2412.465576 Iteration 11Q: 3 clusters Score -166126.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -166139.265625 Penalty: 2412.465576 Iteration 12Q: 3 clusters Score -166139.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -166150.937500 Penalty: 2412.465576 Iteration 13Q: 3 clusters Score -166150.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -166157.531250 Penalty: 2412.465576 Iteration 14Q: 3 clusters Score -166157.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -166163.437500 Penalty: 2412.465576 Iteration 15Q: 3 clusters Score -166163.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -166169.953125 Penalty: 2412.465576 Iteration 16Q: 3 clusters Score -166170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -166174.390625 Penalty: 2412.465576 Iteration 17Q: 3 clusters Score -166174.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -166179.046875 Penalty: 2412.465576 Iteration 18Q: 3 clusters Score -166179 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -166183.000000 Penalty: 2412.465576 Iteration 19Q: 3 clusters Score -166183 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -166187.375000 Penalty: 2412.465576 Iteration 20F: 3 clusters Score -166187.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -166191.828125 Penalty: 2412.465576 Iteration 21Q: 3 clusters Score -166191.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -166195.812500 Penalty: 2412.465576 Iteration 22Q: 3 clusters Score -166195.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -166200.031250 Penalty: 2412.465576 Iteration 23Q: 3 clusters Score -166200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -166201.859375 Penalty: 2412.465576 Iteration 24Q: 3 clusters Score -166201.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -166203.015625 Penalty: 2412.465576 Iteration 25Q: 3 clusters Score -166203 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -166206.671875 Penalty: 2412.465576 Iteration 26Q: 3 clusters Score -166206.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -166211.671875 Penalty: 2412.465576 Iteration 27Q: 3 clusters Score -166211.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -166216.718750 Penalty: 2412.465576 Iteration 28Q: 3 clusters Score -166216.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -166220.765625 Penalty: 2412.465576 Iteration 29Q: 3 clusters Score -166220.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -166229.562500 Penalty: 2412.465576 Iteration 30Q: 3 clusters Score -166229.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -166239.343750 Penalty: 2412.465576 Iteration 31Q: 3 clusters Score -166239.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -166246.125000 Penalty: 2412.465576 Iteration 32Q: 3 clusters Score -166246.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -166254.468750 Penalty: 2412.465576 Iteration 33Q: 3 clusters Score -166254.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -166269.578125 Penalty: 2412.465576 Iteration 34Q: 3 clusters Score -166269.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -166284.781250 Penalty: 2412.465576 Iteration 35Q: 3 clusters Score -166284.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -166302.609375 Penalty: 2412.465576 Iteration 36Q: 3 clusters Score -166302.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -166314.875000 Penalty: 2412.465576 Iteration 37Q: 3 clusters Score -166314.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -166323.406250 Penalty: 2412.465576 Iteration 38Q: 3 clusters Score -166323.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -166330.484375 Penalty: 2412.465576 Iteration 39Q: 3 clusters Score -166330.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -166339.125000 Penalty: 2412.465576 Iteration 40F: 3 clusters Score -166339.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -166347.812500 Penalty: 2412.465576 Iteration 41Q: 3 clusters Score -166347.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -166358.171875 Penalty: 2412.465576 Iteration 42Q: 3 clusters Score -166358.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -166373.812500 Penalty: 2412.465576 Iteration 43Q: 3 clusters Score -166373.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -166388.734375 Penalty: 2412.465576 Iteration 44Q: 3 clusters Score -166388.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -166411.250000 Penalty: 2412.465576 Iteration 45Q: 3 clusters Score -166411.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -166428.343750 Penalty: 2412.465576 Iteration 46Q: 3 clusters Score -166428.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -166436.812500 Penalty: 2412.465576 Iteration 47Q: 3 clusters Score -166436.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -166446.078125 Penalty: 2412.465576 Iteration 48Q: 3 clusters Score -166446.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -166455.453125 Penalty: 2412.465576 Iteration 49Q: 3 clusters Score -166455.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -166459.015625 Penalty: 2412.465576 Iteration 50Q: 3 clusters Score -166459 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -166459.968750 Penalty: 2412.465576 Iteration 51Q: 3 clusters Score -166460 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -166461.593750 Penalty: 2412.465576 Iteration 52Q: 3 clusters Score -166461.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -166461.593750 Penalty: 2412.465576 Iteration 53F: 3 clusters Score -166461.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Entering Unmasked Estep Score: -119547.085938 Penalty: 1175.436523 Iteration 0F: 2 clusters Score -119547.1 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 715 members Entering Unmasked Estep Score: -117871.687500 Penalty: 2350.873047 Iteration 0F: 3 clusters Score -117871.7 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -118306.718750 Penalty: 2350.873047 Iteration 1F: 3 clusters Score -118306.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -118502.398438 Penalty: 2350.873047 Iteration 2F: 3 clusters Score -118502.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -118683.867188 Penalty: 2350.873047 Iteration 3F: 3 clusters Score -118683.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -118846.046875 Penalty: 2350.873047 Iteration 4F: 3 clusters Score -118846 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -119011.992188 Penalty: 2350.873047 Iteration 5F: 3 clusters Score -119012 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -119182.828125 Penalty: 2350.873047 Iteration 6F: 3 clusters Score -119182.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -119556.734375 Penalty: 2350.873047 Iteration 7F: 3 clusters Score -119556.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -120126.335938 Penalty: 2350.873047 Iteration 8F: 3 clusters Score -120126.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -120428.898438 Penalty: 2350.873047 Iteration 9F: 3 clusters Score -120428.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -120566.570312 Penalty: 2350.873047 Iteration 10Q: 3 clusters Score -120566.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -120637.250000 Penalty: 2350.873047 Iteration 11Q: 3 clusters Score -120637.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -120674.890625 Penalty: 2350.873047 Iteration 12Q: 3 clusters Score -120674.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -120683.984375 Penalty: 2350.873047 Iteration 13Q: 3 clusters Score -120684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -120690.570312 Penalty: 2350.873047 Iteration 14Q: 3 clusters Score -120690.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -120701.687500 Penalty: 2350.873047 Iteration 15Q: 3 clusters Score -120701.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -120708.148438 Penalty: 2350.873047 Iteration 16Q: 3 clusters Score -120708.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -120715.445312 Penalty: 2350.873047 Iteration 17Q: 3 clusters Score -120715.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -120728.992188 Penalty: 2350.873047 Iteration 18Q: 3 clusters Score -120729 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -120739.210938 Penalty: 2350.873047 Iteration 19Q: 3 clusters Score -120739.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -120753.085938 Penalty: 2350.873047 Iteration 20F: 3 clusters Score -120753.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -120764.757812 Penalty: 2350.873047 Iteration 21Q: 3 clusters Score -120764.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -120771.953125 Penalty: 2350.873047 Iteration 22Q: 3 clusters Score -120772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -120773.148438 Penalty: 2350.873047 Iteration 23Q: 3 clusters Score -120773.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -120773.734375 Penalty: 2350.873047 Iteration 24Q: 3 clusters Score -120773.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -120773.734375 Penalty: 2350.873047 Iteration 25F: 3 clusters Score -120773.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 788 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 4099 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6055 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 597 members Entering Unmasked Estep Score: -8172223.000000 Penalty: 51787.410156 Splitting cluster 6 changes total score from -8171667.500000 to -8172223.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 7 (1630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Entering Unmasked Estep Score: -159213.406250 Penalty: 1201.904419 Iteration 0F: 2 clusters Score -159213.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -157389.671875 Penalty: 2403.808838 Iteration 0F: 3 clusters Score -157389.7 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -157772.453125 Penalty: 2403.808838 Iteration 1F: 3 clusters Score -157772.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -157909.125000 Penalty: 2403.808838 Iteration 2F: 3 clusters Score -157909.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -157999.921875 Penalty: 2403.808838 Iteration 3F: 3 clusters Score -157999.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -158050.187500 Penalty: 2403.808838 Iteration 4Q: 3 clusters Score -158050.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -158084.875000 Penalty: 2403.808838 Iteration 5Q: 3 clusters Score -158084.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -158110.000000 Penalty: 2403.808838 Iteration 6Q: 3 clusters Score -158110 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -158136.296875 Penalty: 2403.808838 Iteration 7Q: 3 clusters Score -158136.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -158160.609375 Penalty: 2403.808838 Iteration 8Q: 3 clusters Score -158160.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -158188.984375 Penalty: 2403.808838 Iteration 9Q: 3 clusters Score -158189 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -158223.718750 Penalty: 2403.808838 Iteration 10Q: 3 clusters Score -158223.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -158258.109375 Penalty: 2403.808838 Iteration 11Q: 3 clusters Score -158258.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -158307.078125 Penalty: 2403.808838 Iteration 12Q: 3 clusters Score -158307.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -158360.734375 Penalty: 2403.808838 Iteration 13Q: 3 clusters Score -158360.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -158413.453125 Penalty: 2403.808838 Iteration 14Q: 3 clusters Score -158413.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -158488.609375 Penalty: 2403.808838 Iteration 15Q: 3 clusters Score -158488.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -158559.718750 Penalty: 2403.808838 Iteration 16Q: 3 clusters Score -158559.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -158601.796875 Penalty: 2403.808838 Iteration 17Q: 3 clusters Score -158601.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -158623.875000 Penalty: 2403.808838 Iteration 18Q: 3 clusters Score -158623.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -158637.031250 Penalty: 2403.808838 Iteration 19Q: 3 clusters Score -158637 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -158643.015625 Penalty: 2403.808838 Iteration 20F: 3 clusters Score -158643 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -158644.875000 Penalty: 2403.808838 Iteration 21Q: 3 clusters Score -158644.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -158645.187500 Penalty: 2403.808838 Iteration 22Q: 3 clusters Score -158645.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -158648.828125 Penalty: 2403.808838 Iteration 23Q: 3 clusters Score -158648.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -158656.109375 Penalty: 2403.808838 Iteration 24Q: 3 clusters Score -158656.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -158665.218750 Penalty: 2403.808838 Iteration 25Q: 3 clusters Score -158665.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -158670.671875 Penalty: 2403.808838 Iteration 26Q: 3 clusters Score -158670.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -158676.781250 Penalty: 2403.808838 Iteration 27Q: 3 clusters Score -158676.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -158678.781250 Penalty: 2403.808838 Iteration 28Q: 3 clusters Score -158678.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -158681.609375 Penalty: 2403.808838 Iteration 29Q: 3 clusters Score -158681.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -158683.468750 Penalty: 2403.808838 Iteration 30Q: 3 clusters Score -158683.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -158684.906250 Penalty: 2403.808838 Iteration 31Q: 3 clusters Score -158684.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -158689.125000 Penalty: 2403.808838 Iteration 32Q: 3 clusters Score -158689.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -158690.671875 Penalty: 2403.808838 Iteration 33Q: 3 clusters Score -158690.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -158695.250000 Penalty: 2403.808838 Iteration 34Q: 3 clusters Score -158695.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -158698.609375 Penalty: 2403.808838 Iteration 35Q: 3 clusters Score -158698.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -158700.703125 Penalty: 2403.808838 Iteration 36Q: 3 clusters Score -158700.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -158703.109375 Penalty: 2403.808838 Iteration 37Q: 3 clusters Score -158703.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -158703.843750 Penalty: 2403.808838 Iteration 38Q: 3 clusters Score -158703.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -158703.843750 Penalty: 2403.808838 Iteration 39F: 3 clusters Score -158703.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Entering Unmasked Estep Score: -213359.421875 Penalty: 1249.671509 Iteration 0F: 2 clusters Score -213359.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -211155.750000 Penalty: 2499.343018 Iteration 0F: 3 clusters Score -211155.8 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -211612.828125 Penalty: 2499.343018 Iteration 1F: 3 clusters Score -211612.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -211752.546875 Penalty: 2499.343018 Iteration 2F: 3 clusters Score -211752.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -211836.375000 Penalty: 2499.343018 Iteration 3F: 3 clusters Score -211836.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -211878.062500 Penalty: 2499.343018 Iteration 4Q: 3 clusters Score -211878.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -211907.296875 Penalty: 2499.343018 Iteration 5Q: 3 clusters Score -211907.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -211925.109375 Penalty: 2499.343018 Iteration 6Q: 3 clusters Score -211925.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -211937.578125 Penalty: 2499.343018 Iteration 7Q: 3 clusters Score -211937.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -211946.046875 Penalty: 2499.343018 Iteration 8Q: 3 clusters Score -211946 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -211954.640625 Penalty: 2499.343018 Iteration 9Q: 3 clusters Score -211954.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -211965.921875 Penalty: 2499.343018 Iteration 10Q: 3 clusters Score -211965.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -211978.500000 Penalty: 2499.343018 Iteration 11Q: 3 clusters Score -211978.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -211989.953125 Penalty: 2499.343018 Iteration 12Q: 3 clusters Score -211990 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -211999.921875 Penalty: 2499.343018 Iteration 13Q: 3 clusters Score -211999.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -212012.468750 Penalty: 2499.343018 Iteration 14Q: 3 clusters Score -212012.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -212029.125000 Penalty: 2499.343018 Iteration 15Q: 3 clusters Score -212029.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -212045.187500 Penalty: 2499.343018 Iteration 16Q: 3 clusters Score -212045.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -212070.734375 Penalty: 2499.343018 Iteration 17Q: 3 clusters Score -212070.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -212098.421875 Penalty: 2499.343018 Iteration 18Q: 3 clusters Score -212098.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -212132.031250 Penalty: 2499.343018 Iteration 19Q: 3 clusters Score -212132 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -212160.078125 Penalty: 2499.343018 Iteration 20F: 3 clusters Score -212160.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -212185.734375 Penalty: 2499.343018 Iteration 21Q: 3 clusters Score -212185.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -212207.734375 Penalty: 2499.343018 Iteration 22Q: 3 clusters Score -212207.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -212240.500000 Penalty: 2499.343018 Iteration 23Q: 3 clusters Score -212240.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -212280.625000 Penalty: 2499.343018 Iteration 24Q: 3 clusters Score -212280.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -212318.203125 Penalty: 2499.343018 Iteration 25Q: 3 clusters Score -212318.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -212363.109375 Penalty: 2499.343018 Iteration 26Q: 3 clusters Score -212363.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -212405.562500 Penalty: 2499.343018 Iteration 27Q: 3 clusters Score -212405.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -212449.500000 Penalty: 2499.343018 Iteration 28Q: 3 clusters Score -212449.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -212492.062500 Penalty: 2499.343018 Iteration 29Q: 3 clusters Score -212492.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -212556.000000 Penalty: 2499.343018 Iteration 30Q: 3 clusters Score -212556 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -212663.281250 Penalty: 2499.343018 Iteration 31Q: 3 clusters Score -212663.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -212784.375000 Penalty: 2499.343018 Iteration 32Q: 3 clusters Score -212784.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -212893.140625 Penalty: 2499.343018 Iteration 33Q: 3 clusters Score -212893.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -212945.937500 Penalty: 2499.343018 Iteration 34Q: 3 clusters Score -212945.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -212985.375000 Penalty: 2499.343018 Iteration 35Q: 3 clusters Score -212985.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -213004.328125 Penalty: 2499.343018 Iteration 36Q: 3 clusters Score -213004.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -213014.437500 Penalty: 2499.343018 Iteration 37Q: 3 clusters Score -213014.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -213020.593750 Penalty: 2499.343018 Iteration 38Q: 3 clusters Score -213020.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -213023.953125 Penalty: 2499.343018 Iteration 39Q: 3 clusters Score -213024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -213024.906250 Penalty: 2499.343018 Iteration 40F: 3 clusters Score -213024.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -213026.328125 Penalty: 2499.343018 Iteration 41Q: 3 clusters Score -213026.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -213026.562500 Penalty: 2499.343018 Iteration 42Q: 3 clusters Score -213026.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -213026.562500 Penalty: 2499.343018 Iteration 43F: 3 clusters Score -213026.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Entering Unmasked Estep Score: -439196.875000 Penalty: 1363.639893 Iteration 0F: 2 clusters Score -439196.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -435547.593750 Penalty: 2727.279785 Iteration 0F: 3 clusters Score -435547.6 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -436509.781250 Penalty: 2727.279785 Iteration 1F: 3 clusters Score -436509.8 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -436669.125000 Penalty: 2727.279785 Iteration 2F: 3 clusters Score -436669.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -436775.562500 Penalty: 2727.279785 Iteration 3Q: 3 clusters Score -436775.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -436843.843750 Penalty: 2727.279785 Iteration 4Q: 3 clusters Score -436843.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -436892.906250 Penalty: 2727.279785 Iteration 5Q: 3 clusters Score -436892.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -436929.593750 Penalty: 2727.279785 Iteration 6Q: 3 clusters Score -436929.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -436956.156250 Penalty: 2727.279785 Iteration 7Q: 3 clusters Score -436956.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -436986.437500 Penalty: 2727.279785 Iteration 8Q: 3 clusters Score -436986.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -437011.687500 Penalty: 2727.279785 Iteration 9Q: 3 clusters Score -437011.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -437040.937500 Penalty: 2727.279785 Iteration 10Q: 3 clusters Score -437040.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -437071.875000 Penalty: 2727.279785 Iteration 11Q: 3 clusters Score -437071.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -437103.031250 Penalty: 2727.279785 Iteration 12Q: 3 clusters Score -437103 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -437126.406250 Penalty: 2727.279785 Iteration 13Q: 3 clusters Score -437126.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -437149.437500 Penalty: 2727.279785 Iteration 14Q: 3 clusters Score -437149.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -437167.593750 Penalty: 2727.279785 Iteration 15Q: 3 clusters Score -437167.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -437181.062500 Penalty: 2727.279785 Iteration 16Q: 3 clusters Score -437181.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -437194.250000 Penalty: 2727.279785 Iteration 17Q: 3 clusters Score -437194.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -437208.125000 Penalty: 2727.279785 Iteration 18Q: 3 clusters Score -437208.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -437224.343750 Penalty: 2727.279785 Iteration 19Q: 3 clusters Score -437224.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -437240.562500 Penalty: 2727.279785 Iteration 20F: 3 clusters Score -437240.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -437260.593750 Penalty: 2727.279785 Iteration 21Q: 3 clusters Score -437260.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -437285.093750 Penalty: 2727.279785 Iteration 22Q: 3 clusters Score -437285.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -437306.687500 Penalty: 2727.279785 Iteration 23Q: 3 clusters Score -437306.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -437330.875000 Penalty: 2727.279785 Iteration 24Q: 3 clusters Score -437330.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -437355.968750 Penalty: 2727.279785 Iteration 25Q: 3 clusters Score -437356 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -437375.125000 Penalty: 2727.279785 Iteration 26Q: 3 clusters Score -437375.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -437396.281250 Penalty: 2727.279785 Iteration 27Q: 3 clusters Score -437396.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -437422.062500 Penalty: 2727.279785 Iteration 28Q: 3 clusters Score -437422.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -437452.000000 Penalty: 2727.279785 Iteration 29Q: 3 clusters Score -437452 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -437471.250000 Penalty: 2727.279785 Iteration 30Q: 3 clusters Score -437471.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -437492.781250 Penalty: 2727.279785 Iteration 31Q: 3 clusters Score -437492.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -437515.000000 Penalty: 2727.279785 Iteration 32Q: 3 clusters Score -437515 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -437543.218750 Penalty: 2727.279785 Iteration 33Q: 3 clusters Score -437543.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -437575.343750 Penalty: 2727.279785 Iteration 34Q: 3 clusters Score -437575.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -437603.375000 Penalty: 2727.279785 Iteration 35Q: 3 clusters Score -437603.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -437635.656250 Penalty: 2727.279785 Iteration 36Q: 3 clusters Score -437635.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -437670.125000 Penalty: 2727.279785 Iteration 37Q: 3 clusters Score -437670.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -437705.500000 Penalty: 2727.279785 Iteration 38Q: 3 clusters Score -437705.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -437736.000000 Penalty: 2727.279785 Iteration 39Q: 3 clusters Score -437736 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -437763.250000 Penalty: 2727.279785 Iteration 40F: 3 clusters Score -437763.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -437780.625000 Penalty: 2727.279785 Iteration 41Q: 3 clusters Score -437780.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -437792.500000 Penalty: 2727.279785 Iteration 42Q: 3 clusters Score -437792.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -437803.968750 Penalty: 2727.279785 Iteration 43Q: 3 clusters Score -437804 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -437810.687500 Penalty: 2727.279785 Iteration 44Q: 3 clusters Score -437810.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -437815.968750 Penalty: 2727.279785 Iteration 45Q: 3 clusters Score -437816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -437816.968750 Penalty: 2727.279785 Iteration 46Q: 3 clusters Score -437817 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -437820.343750 Penalty: 2727.279785 Iteration 47Q: 3 clusters Score -437820.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -437823.718750 Penalty: 2727.279785 Iteration 48Q: 3 clusters Score -437823.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -437825.687500 Penalty: 2727.279785 Iteration 49Q: 3 clusters Score -437825.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -437828.562500 Penalty: 2727.279785 Iteration 50Q: 3 clusters Score -437828.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -437829.781250 Penalty: 2727.279785 Iteration 51Q: 3 clusters Score -437829.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -437834.031250 Penalty: 2727.279785 Iteration 52Q: 3 clusters Score -437834 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -437840.593750 Penalty: 2727.279785 Iteration 53Q: 3 clusters Score -437840.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -437845.562500 Penalty: 2727.279785 Iteration 54Q: 3 clusters Score -437845.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -437849.406250 Penalty: 2727.279785 Iteration 55Q: 3 clusters Score -437849.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -437854.906250 Penalty: 2727.279785 Iteration 56Q: 3 clusters Score -437854.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -437860.125000 Penalty: 2727.279785 Iteration 57Q: 3 clusters Score -437860.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -437864.937500 Penalty: 2727.279785 Iteration 58Q: 3 clusters Score -437864.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -437871.750000 Penalty: 2727.279785 Iteration 59Q: 3 clusters Score -437871.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -437876.656250 Penalty: 2727.279785 Iteration 60F: 3 clusters Score -437876.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -437881.375000 Penalty: 2727.279785 Iteration 61Q: 3 clusters Score -437881.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -437883.750000 Penalty: 2727.279785 Iteration 62Q: 3 clusters Score -437883.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -437888.312500 Penalty: 2727.279785 Iteration 63Q: 3 clusters Score -437888.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -437890.531250 Penalty: 2727.279785 Iteration 64Q: 3 clusters Score -437890.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -437898.031250 Penalty: 2727.279785 Iteration 65Q: 3 clusters Score -437898 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -437904.156250 Penalty: 2727.279785 Iteration 66Q: 3 clusters Score -437904.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -437915.968750 Penalty: 2727.279785 Iteration 67Q: 3 clusters Score -437916 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -437927.218750 Penalty: 2727.279785 Iteration 68Q: 3 clusters Score -437927.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -437947.625000 Penalty: 2727.279785 Iteration 69Q: 3 clusters Score -437947.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -437971.343750 Penalty: 2727.279785 Iteration 70Q: 3 clusters Score -437971.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -437988.718750 Penalty: 2727.279785 Iteration 71Q: 3 clusters Score -437988.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -438003.312500 Penalty: 2727.279785 Iteration 72Q: 3 clusters Score -438003.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -438017.500000 Penalty: 2727.279785 Iteration 73Q: 3 clusters Score -438017.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -438029.468750 Penalty: 2727.279785 Iteration 74Q: 3 clusters Score -438029.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -438038.125000 Penalty: 2727.279785 Iteration 75Q: 3 clusters Score -438038.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -438045.250000 Penalty: 2727.279785 Iteration 76Q: 3 clusters Score -438045.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -438053.031250 Penalty: 2727.279785 Iteration 77Q: 3 clusters Score -438053 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -438060.812500 Penalty: 2727.279785 Iteration 78Q: 3 clusters Score -438060.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -438069.375000 Penalty: 2727.279785 Iteration 79Q: 3 clusters Score -438069.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -438081.593750 Penalty: 2727.279785 Iteration 80F: 3 clusters Score -438081.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -438083.312500 Penalty: 2727.279785 Iteration 81Q: 3 clusters Score -438083.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -438083.312500 Penalty: 2727.279785 Iteration 82Q: 3 clusters Score -438083.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -438085.531250 Penalty: 2727.279785 Iteration 83Q: 3 clusters Score -438085.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -438086.218750 Penalty: 2727.279785 Iteration 84Q: 3 clusters Score -438086.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -438085.687500 Penalty: 2727.279785 Iteration 85Q: 3 clusters Score -438085.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -438085.687500 Penalty: 2727.279785 Iteration 86F: 3 clusters Score -438085.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13944 members Entering Unmasked Estep Score: -1332267.125000 Penalty: 1550.705811 Iteration 0F: 2 clusters Score -1332267 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1322556.500000 Penalty: 3101.411621 Iteration 0F: 3 clusters Score -1322556 nChanged 6167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -1325845.250000 Penalty: 3101.411621 Iteration 1F: 3 clusters Score -1325845 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -1326184.375000 Penalty: 3101.411621 Iteration 2F: 3 clusters Score -1326184 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -1326493.250000 Penalty: 3101.411621 Iteration 3F: 3 clusters Score -1326493 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1326850.250000 Penalty: 3101.411621 Iteration 4F: 3 clusters Score -1326850 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1327227.875000 Penalty: 3101.411621 Iteration 5F: 3 clusters Score -1327228 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -1327609.875000 Penalty: 3101.411621 Iteration 6F: 3 clusters Score -1327610 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -1327940.750000 Penalty: 3101.411621 Iteration 7Q: 3 clusters Score -1327941 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -1328312.750000 Penalty: 3101.411621 Iteration 8Q: 3 clusters Score -1328313 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -1328659.125000 Penalty: 3101.411621 Iteration 9Q: 3 clusters Score -1328659 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -1328957.250000 Penalty: 3101.411621 Iteration 10Q: 3 clusters Score -1328957 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -1329179.750000 Penalty: 3101.411621 Iteration 11Q: 3 clusters Score -1329180 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -1329311.125000 Penalty: 3101.411621 Iteration 12Q: 3 clusters Score -1329311 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -1329395.250000 Penalty: 3101.411621 Iteration 13Q: 3 clusters Score -1329395 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -1329461.250000 Penalty: 3101.411621 Iteration 14Q: 3 clusters Score -1329461 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -1329507.125000 Penalty: 3101.411621 Iteration 15Q: 3 clusters Score -1329507 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -1329532.125000 Penalty: 3101.411621 Iteration 16Q: 3 clusters Score -1329532 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -1329558.250000 Penalty: 3101.411621 Iteration 17Q: 3 clusters Score -1329558 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -1329581.000000 Penalty: 3101.411621 Iteration 18Q: 3 clusters Score -1329581 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: 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Estep Score: -1329663.625000 Penalty: 3101.411621 Iteration 23Q: 3 clusters Score -1329664 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1329672.375000 Penalty: 3101.411621 Iteration 24Q: 3 clusters Score -1329672 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -1329688.000000 Penalty: 3101.411621 Iteration 25Q: 3 clusters Score -1329688 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -1329696.000000 Penalty: 3101.411621 Iteration 26Q: 3 clusters Score -1329696 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -1329707.625000 Penalty: 3101.411621 Iteration 27Q: 3 clusters Score -1329708 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1329719.375000 Penalty: 3101.411621 Iteration 28Q: 3 clusters Score -1329719 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1329728.500000 Penalty: 3101.411621 Iteration 29Q: 3 clusters Score -1329728 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -1329748.750000 Penalty: 3101.411621 Iteration 30Q: 3 clusters Score -1329749 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8210 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -1329771.625000 Penalty: 3101.411621 Iteration 31Q: 3 clusters Score -1329772 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1329783.625000 Penalty: 3101.411621 Iteration 32Q: 3 clusters Score -1329784 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -1329810.125000 Penalty: 3101.411621 Iteration 33Q: 3 clusters Score -1329810 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -1329834.250000 Penalty: 3101.411621 Iteration 34Q: 3 clusters Score -1329834 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1329855.625000 Penalty: 3101.411621 Iteration 35Q: 3 clusters Score -1329856 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1329879.625000 Penalty: 3101.411621 Iteration 36Q: 3 clusters Score -1329880 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1329897.000000 Penalty: 3101.411621 Iteration 37Q: 3 clusters Score -1329897 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -1329918.750000 Penalty: 3101.411621 Iteration 38Q: 3 clusters Score -1329919 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1329930.750000 Penalty: 3101.411621 Iteration 39Q: 3 clusters Score -1329931 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -1329944.125000 Penalty: 3101.411621 Iteration 40F: 3 clusters Score -1329944 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1329959.750000 Penalty: 3101.411621 Iteration 41Q: 3 clusters Score -1329960 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1329973.125000 Penalty: 3101.411621 Iteration 42Q: 3 clusters Score -1329973 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1330220.625000 Penalty: 3101.411621 Iteration 59Q: 3 clusters Score -1330221 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1330245.375000 Penalty: 3101.411621 Iteration 60F: 3 clusters Score -1330245 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1330265.500000 Penalty: 3101.411621 Iteration 61Q: 3 clusters Score -1330266 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1330288.500000 Penalty: 3101.411621 Iteration 62Q: 3 clusters Score -1330288 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -1330307.125000 Penalty: 3101.411621 Iteration 63Q: 3 clusters Score -1330307 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1330323.625000 Penalty: 3101.411621 Iteration 64Q: 3 clusters Score -1330324 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10845 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -1330337.125000 Penalty: 3101.411621 Iteration 65Q: 3 clusters Score -1330337 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -1330358.000000 Penalty: 3101.411621 Iteration 66Q: 3 clusters 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3101.411621 Iteration 74Q: 3 clusters Score -1330482 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1330494.750000 Penalty: 3101.411621 Iteration 75Q: 3 clusters Score -1330495 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -1330512.625000 Penalty: 3101.411621 Iteration 76Q: 3 clusters Score -1330513 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11646 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1330518.250000 Penalty: 3101.411621 Iteration 77Q: 3 clusters Score -1330518 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11695 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: 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members Mstep: Class 1 contains 12780 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1330952.250000 Penalty: 3101.411621 Iteration 102Q: 3 clusters Score -1330952 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12790 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1330955.875000 Penalty: 3101.411621 Iteration 103Q: 3 clusters Score -1330956 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12800 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1330958.125000 Penalty: 3101.411621 Iteration 104Q: 3 clusters Score -1330958 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12809 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1330964.375000 Penalty: 3101.411621 Iteration 105Q: 3 clusters Score -1330964 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12821 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1330967.250000 Penalty: 3101.411621 Iteration 106Q: 3 clusters Score -1330967 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12836 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1330972.750000 Penalty: 3101.411621 Iteration 107Q: 3 clusters Score -1330973 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12848 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1330976.125000 Penalty: 3101.411621 Iteration 108Q: 3 clusters Score -1330976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1330982.375000 Penalty: 3101.411621 Iteration 109Q: 3 clusters Score -1330982 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1330984.750000 Penalty: 3101.411621 Iteration 110Q: 3 clusters Score -1330985 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12888 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -1330990.000000 Penalty: 3101.411621 Iteration 111Q: 3 clusters Score -1330990 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1330988.875000 Penalty: 3101.411621 Iteration 112Q: 3 clusters Score -1330989 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12899 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1330990.375000 Penalty: 3101.411621 Iteration 113Q: 3 clusters Score -1330990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12900 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1330992.375000 Penalty: 3101.411621 Iteration 114Q: 3 clusters Score -1330992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -1330990.250000 Penalty: 3101.411621 Iteration 115Q: 3 clusters Score -1330990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12903 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1330990.625000 Penalty: 3101.411621 Iteration 116Q: 3 clusters Score -1330991 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12904 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1330993.875000 Penalty: 3101.411621 Iteration 117Q: 3 clusters Score -1330994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12905 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1330995.250000 Penalty: 3101.411621 Iteration 118Q: 3 clusters Score -1330995 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12905 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1330995.250000 Penalty: 3101.411621 Iteration 119F: 3 clusters Score -1330995 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (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: -94255.320312 Penalty: 1134.262329 Iteration 0F: 2 clusters Score -94255.32 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: -92762.843750 Penalty: 2268.524658 Iteration 0F: 3 clusters Score -92762.84 nChanged 316 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: -93088.937500 Penalty: 2268.524658 Iteration 1F: 3 clusters Score -93088.94 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -93190.546875 Penalty: 2268.524658 Iteration 2F: 3 clusters Score -93190.55 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -93250.796875 Penalty: 2268.524658 Iteration 3Q: 3 clusters Score -93250.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -93285.062500 Penalty: 2268.524658 Iteration 4Q: 3 clusters Score -93285.06 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -93323.132812 Penalty: 2268.524658 Iteration 5Q: 3 clusters Score -93323.13 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -93364.687500 Penalty: 2268.524658 Iteration 6Q: 3 clusters Score -93364.69 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -93412.601562 Penalty: 2268.524658 Iteration 7Q: 3 clusters Score -93412.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -93444.445312 Penalty: 2268.524658 Iteration 8Q: 3 clusters Score -93444.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -93470.023438 Penalty: 2268.524658 Iteration 9Q: 3 clusters Score -93470.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -93484.125000 Penalty: 2268.524658 Iteration 10Q: 3 clusters Score -93484.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -93494.507812 Penalty: 2268.524658 Iteration 11Q: 3 clusters Score -93494.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -93500.664062 Penalty: 2268.524658 Iteration 12Q: 3 clusters Score -93500.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -93503.554688 Penalty: 2268.524658 Iteration 13Q: 3 clusters Score -93503.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -93505.343750 Penalty: 2268.524658 Iteration 14Q: 3 clusters Score -93505.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -93507.007812 Penalty: 2268.524658 Iteration 15Q: 3 clusters Score -93507.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -93508.750000 Penalty: 2268.524658 Iteration 16Q: 3 clusters Score -93508.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -93513.250000 Penalty: 2268.524658 Iteration 17Q: 3 clusters Score -93513.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -93517.281250 Penalty: 2268.524658 Iteration 18Q: 3 clusters Score -93517.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -93519.078125 Penalty: 2268.524658 Iteration 19Q: 3 clusters Score -93519.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -93520.906250 Penalty: 2268.524658 Iteration 20F: 3 clusters Score -93520.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -93521.054688 Penalty: 2268.524658 Iteration 21Q: 3 clusters Score -93521.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -93521.054688 Penalty: 2268.524658 Iteration 22F: 3 clusters Score -93521.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Entering Unmasked Estep Score: -394589.687500 Penalty: 1351.755981 Iteration 0F: 2 clusters Score -394589.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -391204.000000 Penalty: 2703.511963 Iteration 0F: 3 clusters Score -391204 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -392237.656250 Penalty: 2703.511963 Iteration 1F: 3 clusters Score -392237.7 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -392567.156250 Penalty: 2703.511963 Iteration 2F: 3 clusters Score -392567.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -392868.875000 Penalty: 2703.511963 Iteration 3F: 3 clusters Score -392868.9 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -393200.312500 Penalty: 2703.511963 Iteration 4F: 3 clusters Score -393200.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -393644.468750 Penalty: 2703.511963 Iteration 5F: 3 clusters Score -393644.5 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -394186.312500 Penalty: 2703.511963 Iteration 6F: 3 clusters Score -394186.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -394680.250000 Penalty: 2703.511963 Iteration 7F: 3 clusters Score -394680.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -394992.281250 Penalty: 2703.511963 Iteration 8F: 3 clusters Score -394992.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -395144.250000 Penalty: 2703.511963 Iteration 9Q: 3 clusters Score -395144.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -395201.218750 Penalty: 2703.511963 Iteration 10Q: 3 clusters Score -395201.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -395227.937500 Penalty: 2703.511963 Iteration 11Q: 3 clusters Score -395227.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -395243.218750 Penalty: 2703.511963 Iteration 12Q: 3 clusters Score -395243.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -395250.781250 Penalty: 2703.511963 Iteration 13Q: 3 clusters Score -395250.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -395254.187500 Penalty: 2703.511963 Iteration 14Q: 3 clusters Score -395254.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -395254.687500 Penalty: 2703.511963 Iteration 15Q: 3 clusters Score -395254.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -395256.968750 Penalty: 2703.511963 Iteration 16Q: 3 clusters Score -395257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -395258.937500 Penalty: 2703.511963 Iteration 17Q: 3 clusters Score -395258.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -395261.062500 Penalty: 2703.511963 Iteration 18Q: 3 clusters Score -395261.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -395264.562500 Penalty: 2703.511963 Iteration 19Q: 3 clusters Score -395264.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -395266.062500 Penalty: 2703.511963 Iteration 20F: 3 clusters Score -395266.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -395266.250000 Penalty: 2703.511963 Iteration 21Q: 3 clusters Score -395266.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -395266.843750 Penalty: 2703.511963 Iteration 22Q: 3 clusters Score -395266.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -395268.062500 Penalty: 2703.511963 Iteration 23Q: 3 clusters Score -395268.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -395267.781250 Penalty: 2703.511963 Iteration 24Q: 3 clusters Score -395267.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -395267.937500 Penalty: 2703.511963 Iteration 25Q: 3 clusters Score -395267.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -395267.937500 Penalty: 2703.511963 Iteration 26F: 3 clusters Score -395267.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 788 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 1632 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6055 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 597 members Mstep: Class 29 contains 2467 members Entering Unmasked Estep Score: -8172416.500000 Penalty: 53636.960938 Splitting cluster 12 changes total score from -8171667.500000 to -8172416.500000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 13 (1607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Entering Unmasked Estep Score: -150295.546875 Penalty: 1199.595215 Iteration 0F: 2 clusters Score -150295.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -148515.468750 Penalty: 2399.190430 Iteration 0F: 3 clusters Score -148515.5 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -149211.437500 Penalty: 2399.190430 Iteration 1F: 3 clusters Score -149211.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -149742.468750 Penalty: 2399.190430 Iteration 2F: 3 clusters Score -149742.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -150512.734375 Penalty: 2399.190430 Iteration 3F: 3 clusters Score -150512.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -151492.312500 Penalty: 2399.190430 Iteration 4F: 3 clusters Score -151492.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -152101.968750 Penalty: 2399.190430 Iteration 5F: 3 clusters Score -152102 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -152181.953125 Penalty: 2399.190430 Iteration 6Q: 3 clusters Score -152182 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -152198.859375 Penalty: 2399.190430 Iteration 7Q: 3 clusters Score -152198.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -152202.250000 Penalty: 2399.190430 Iteration 8Q: 3 clusters Score -152202.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -152202.796875 Penalty: 2399.190430 Iteration 9Q: 3 clusters Score -152202.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -152202.796875 Penalty: 2399.190430 Iteration 10F: 3 clusters Score -152202.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 788 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 1632 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 6055 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 597 members Mstep: Class 29 contains 2467 members Mstep: Class 30 contains 545 members Entering Unmasked Estep Score: -8173679.500000 Penalty: 55486.511719 Splitting cluster 13 changes total score from -8171667.500000 to -8173679.500000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 14 (8797 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8797 members Entering Unmasked Estep Score: -870069.750000 Penalty: 1475.851929 Iteration 0F: 2 clusters Score -870069.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -863762.312500 Penalty: 2951.703857 Iteration 0F: 3 clusters Score -863762.3 nChanged 3710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -865967.750000 Penalty: 2951.703857 Iteration 1F: 3 clusters Score -865967.8 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -866415.125000 Penalty: 2951.703857 Iteration 2F: 3 clusters Score -866415.1 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -866783.687500 Penalty: 2951.703857 Iteration 3F: 3 clusters Score -866783.7 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -867050.562500 Penalty: 2951.703857 Iteration 4F: 3 clusters Score -867050.6 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -867307.875000 Penalty: 2951.703857 Iteration 5F: 3 clusters Score -867307.9 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -867535.687500 Penalty: 2951.703857 Iteration 6Q: 3 clusters Score -867535.7 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -867766.812500 Penalty: 2951.703857 Iteration 7Q: 3 clusters Score -867766.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -867994.750000 Penalty: 2951.703857 Iteration 8Q: 3 clusters Score -867994.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -868209.750000 Penalty: 2951.703857 Iteration 9Q: 3 clusters Score -868209.8 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -868422.875000 Penalty: 2951.703857 Iteration 10Q: 3 clusters Score -868422.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -868610.875000 Penalty: 2951.703857 Iteration 11Q: 3 clusters Score -868610.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -868764.625000 Penalty: 2951.703857 Iteration 12Q: 3 clusters Score -868764.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -868880.812500 Penalty: 2951.703857 Iteration 13Q: 3 clusters Score -868880.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -868961.125000 Penalty: 2951.703857 Iteration 14Q: 3 clusters Score -868961.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -869023.187500 Penalty: 2951.703857 Iteration 15Q: 3 clusters Score -869023.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -869068.062500 Penalty: 2951.703857 Iteration 16Q: 3 clusters Score -869068.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -869104.062500 Penalty: 2951.703857 Iteration 17Q: 3 clusters Score -869104.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -869123.187500 Penalty: 2951.703857 Iteration 18Q: 3 clusters Score -869123.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -869130.250000 Penalty: 2951.703857 Iteration 19Q: 3 clusters Score -869130.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -869135.562500 Penalty: 2951.703857 Iteration 20F: 3 clusters Score -869135.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -869142.125000 Penalty: 2951.703857 Iteration 21Q: 3 clusters Score -869142.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -869144.125000 Penalty: 2951.703857 Iteration 22Q: 3 clusters Score -869144.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -869148.000000 Penalty: 2951.703857 Iteration 23Q: 3 clusters Score -869148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -869148.687500 Penalty: 2951.703857 Iteration 24Q: 3 clusters Score -869148.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -869149.687500 Penalty: 2951.703857 Iteration 25Q: 3 clusters Score -869149.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -869149.750000 Penalty: 2951.703857 Iteration 26Q: 3 clusters Score -869149.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -869152.500000 Penalty: 2951.703857 Iteration 27Q: 3 clusters Score -869152.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -869153.812500 Penalty: 2951.703857 Iteration 28Q: 3 clusters Score -869153.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8388 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -869156.312500 Penalty: 2951.703857 Iteration 29Q: 3 clusters Score -869156.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -869162.937500 Penalty: 2951.703857 Iteration 30Q: 3 clusters Score -869162.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -869165.125000 Penalty: 2951.703857 Iteration 31Q: 3 clusters Score -869165.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -869169.437500 Penalty: 2951.703857 Iteration 32Q: 3 clusters Score -869169.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -869171.687500 Penalty: 2951.703857 Iteration 33Q: 3 clusters Score -869171.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -869172.437500 Penalty: 2951.703857 Iteration 34Q: 3 clusters Score -869172.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -869173.562500 Penalty: 2951.703857 Iteration 35Q: 3 clusters Score -869173.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -869174.062500 Penalty: 2951.703857 Iteration 36Q: 3 clusters Score -869174.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -869173.562500 Penalty: 2951.703857 Iteration 37Q: 3 clusters Score -869173.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -869175.812500 Penalty: 2951.703857 Iteration 38Q: 3 clusters Score -869175.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -869175.250000 Penalty: 2951.703857 Iteration 39Q: 3 clusters Score -869175.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -869175.562500 Penalty: 2951.703857 Iteration 40F: 3 clusters Score -869175.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Entering Unmasked Estep Score: -587610.812500 Penalty: 1415.154053 Iteration 0F: 2 clusters Score -587610.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -583017.000000 Penalty: 2830.308105 Iteration 0F: 3 clusters Score -583017 nChanged 2494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -584682.375000 Penalty: 2830.308105 Iteration 1F: 3 clusters Score -584682.4 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -585143.187500 Penalty: 2830.308105 Iteration 2F: 3 clusters Score -585143.2 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -585562.500000 Penalty: 2830.308105 Iteration 3F: 3 clusters Score -585562.5 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -585987.937500 Penalty: 2830.308105 Iteration 4F: 3 clusters Score -585987.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -586355.500000 Penalty: 2830.308105 Iteration 5F: 3 clusters Score -586355.5 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -586681.437500 Penalty: 2830.308105 Iteration 6F: 3 clusters Score -586681.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -586946.937500 Penalty: 2830.308105 Iteration 7Q: 3 clusters Score -586946.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -587120.687500 Penalty: 2830.308105 Iteration 8Q: 3 clusters Score -587120.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -587287.562500 Penalty: 2830.308105 Iteration 9Q: 3 clusters Score -587287.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -587449.437500 Penalty: 2830.308105 Iteration 10Q: 3 clusters Score -587449.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -587570.687500 Penalty: 2830.308105 Iteration 11Q: 3 clusters Score -587570.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -587658.937500 Penalty: 2830.308105 Iteration 12Q: 3 clusters Score -587658.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -587749.187500 Penalty: 2830.308105 Iteration 13Q: 3 clusters Score -587749.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -587806.812500 Penalty: 2830.308105 Iteration 14Q: 3 clusters Score -587806.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -587836.000000 Penalty: 2830.308105 Iteration 15Q: 3 clusters Score -587836 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -587853.500000 Penalty: 2830.308105 Iteration 16Q: 3 clusters Score -587853.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -587860.125000 Penalty: 2830.308105 Iteration 17Q: 3 clusters Score -587860.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -587863.500000 Penalty: 2830.308105 Iteration 18Q: 3 clusters Score -587863.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -587864.750000 Penalty: 2830.308105 Iteration 19Q: 3 clusters Score -587864.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -587867.000000 Penalty: 2830.308105 Iteration 20F: 3 clusters Score -587867 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -587867.187500 Penalty: 2830.308105 Iteration 21Q: 3 clusters Score -587867.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -587870.937500 Penalty: 2830.308105 Iteration 22Q: 3 clusters Score -587870.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -587873.437500 Penalty: 2830.308105 Iteration 23Q: 3 clusters Score -587873.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -587873.687500 Penalty: 2830.308105 Iteration 24Q: 3 clusters Score -587873.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -587877.500000 Penalty: 2830.308105 Iteration 25Q: 3 clusters Score -587877.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -587878.312500 Penalty: 2830.308105 Iteration 26Q: 3 clusters Score -587878.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -587878.750000 Penalty: 2830.308105 Iteration 27Q: 3 clusters Score -587878.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -587878.875000 Penalty: 2830.308105 Iteration 28Q: 3 clusters Score -587878.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -587879.875000 Penalty: 2830.308105 Iteration 29Q: 3 clusters Score -587879.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -587879.000000 Penalty: 2830.308105 Iteration 30Q: 3 clusters Score -587879 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -587879.000000 Penalty: 2830.308105 Iteration 31F: 3 clusters Score -587879 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 788 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 1632 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 1970 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 2340 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 597 members Mstep: Class 29 contains 2467 members Mstep: Class 30 contains 545 members Mstep: Class 31 contains 4085 members Entering Unmasked Estep Score: -8173506.500000 Penalty: 57336.062500 Splitting cluster 15 changes total score from -8171667.500000 to -8173506.500000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 16 (7203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Entering Unmasked Estep Score: -703453.500000 Penalty: 1443.366089 Iteration 0F: 2 clusters Score -703453.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -698120.125000 Penalty: 2886.732178 Iteration 0F: 3 clusters Score -698120.1 nChanged 2960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -699652.312500 Penalty: 2886.732178 Iteration 1F: 3 clusters Score -699652.3 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -699905.937500 Penalty: 2886.732178 Iteration 2F: 3 clusters Score -699905.9 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -700134.437500 Penalty: 2886.732178 Iteration 3F: 3 clusters Score -700134.4 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -700327.812500 Penalty: 2886.732178 Iteration 4Q: 3 clusters Score -700327.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -700520.625000 Penalty: 2886.732178 Iteration 5Q: 3 clusters Score -700520.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -700703.500000 Penalty: 2886.732178 Iteration 6Q: 3 clusters Score -700703.5 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -700892.875000 Penalty: 2886.732178 Iteration 7Q: 3 clusters Score -700892.9 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -701074.875000 Penalty: 2886.732178 Iteration 8Q: 3 clusters Score -701074.9 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -701256.750000 Penalty: 2886.732178 Iteration 9Q: 3 clusters Score -701256.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -701462.562500 Penalty: 2886.732178 Iteration 10Q: 3 clusters Score -701462.6 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -701663.437500 Penalty: 2886.732178 Iteration 11Q: 3 clusters Score -701663.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -701813.875000 Penalty: 2886.732178 Iteration 12Q: 3 clusters Score -701813.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -701931.000000 Penalty: 2886.732178 Iteration 13Q: 3 clusters Score -701931 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -702026.312500 Penalty: 2886.732178 Iteration 14Q: 3 clusters Score -702026.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -702095.312500 Penalty: 2886.732178 Iteration 15Q: 3 clusters Score -702095.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -702132.875000 Penalty: 2886.732178 Iteration 16Q: 3 clusters Score -702132.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -702166.500000 Penalty: 2886.732178 Iteration 17Q: 3 clusters Score -702166.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -702207.125000 Penalty: 2886.732178 Iteration 18Q: 3 clusters Score -702207.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -702240.312500 Penalty: 2886.732178 Iteration 19Q: 3 clusters Score -702240.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -702278.062500 Penalty: 2886.732178 Iteration 20F: 3 clusters Score -702278.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -702311.375000 Penalty: 2886.732178 Iteration 21Q: 3 clusters Score -702311.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -702336.937500 Penalty: 2886.732178 Iteration 22Q: 3 clusters Score -702336.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -702350.812500 Penalty: 2886.732178 Iteration 23Q: 3 clusters Score -702350.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -702364.437500 Penalty: 2886.732178 Iteration 24Q: 3 clusters Score -702364.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -702376.750000 Penalty: 2886.732178 Iteration 25Q: 3 clusters Score -702376.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -702395.937500 Penalty: 2886.732178 Iteration 26Q: 3 clusters Score -702395.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -702403.812500 Penalty: 2886.732178 Iteration 27Q: 3 clusters Score -702403.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -702409.250000 Penalty: 2886.732178 Iteration 28Q: 3 clusters Score -702409.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -702412.562500 Penalty: 2886.732178 Iteration 29Q: 3 clusters Score -702412.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -702415.312500 Penalty: 2886.732178 Iteration 30Q: 3 clusters Score -702415.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -702421.125000 Penalty: 2886.732178 Iteration 31Q: 3 clusters Score -702421.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -702429.250000 Penalty: 2886.732178 Iteration 32Q: 3 clusters Score -702429.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -702431.937500 Penalty: 2886.732178 Iteration 33Q: 3 clusters Score -702431.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -702440.000000 Penalty: 2886.732178 Iteration 34Q: 3 clusters Score -702440 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -702443.750000 Penalty: 2886.732178 Iteration 35Q: 3 clusters Score -702443.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -702446.812500 Penalty: 2886.732178 Iteration 36Q: 3 clusters Score -702446.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -702451.687500 Penalty: 2886.732178 Iteration 37Q: 3 clusters Score -702451.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -702457.750000 Penalty: 2886.732178 Iteration 38Q: 3 clusters Score -702457.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -702461.562500 Penalty: 2886.732178 Iteration 39Q: 3 clusters Score -702461.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -702467.062500 Penalty: 2886.732178 Iteration 40F: 3 clusters Score -702467.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -702472.687500 Penalty: 2886.732178 Iteration 41Q: 3 clusters Score -702472.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -702478.500000 Penalty: 2886.732178 Iteration 42Q: 3 clusters Score -702478.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -702483.312500 Penalty: 2886.732178 Iteration 43Q: 3 clusters Score -702483.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -702487.562500 Penalty: 2886.732178 Iteration 44Q: 3 clusters Score -702487.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -702490.562500 Penalty: 2886.732178 Iteration 45Q: 3 clusters Score -702490.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -702493.187500 Penalty: 2886.732178 Iteration 46Q: 3 clusters Score -702493.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -702494.562500 Penalty: 2886.732178 Iteration 47Q: 3 clusters Score -702494.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -702496.187500 Penalty: 2886.732178 Iteration 48Q: 3 clusters Score -702496.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -702496.562500 Penalty: 2886.732178 Iteration 49Q: 3 clusters Score -702496.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -702496.562500 Penalty: 2886.732178 Iteration 50F: 3 clusters Score -702496.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Entering Unmasked Estep Score: -833211.375000 Penalty: 1469.350708 Iteration 0F: 2 clusters Score -833211.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -827057.750000 Penalty: 2938.701416 Iteration 0F: 3 clusters Score -827057.8 nChanged 3634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -829048.625000 Penalty: 2938.701416 Iteration 1F: 3 clusters Score -829048.6 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -829337.562500 Penalty: 2938.701416 Iteration 2F: 3 clusters Score -829337.6 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -829552.875000 Penalty: 2938.701416 Iteration 3F: 3 clusters Score -829552.9 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -829802.312500 Penalty: 2938.701416 Iteration 4F: 3 clusters Score -829802.3 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -830085.437500 Penalty: 2938.701416 Iteration 5F: 3 clusters Score -830085.4 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -830345.687500 Penalty: 2938.701416 Iteration 6F: 3 clusters Score -830345.7 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -830577.562500 Penalty: 2938.701416 Iteration 7Q: 3 clusters Score -830577.6 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -830783.875000 Penalty: 2938.701416 Iteration 8Q: 3 clusters Score -830783.9 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -830965.875000 Penalty: 2938.701416 Iteration 9Q: 3 clusters Score -830965.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -831126.500000 Penalty: 2938.701416 Iteration 10Q: 3 clusters Score -831126.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -831269.062500 Penalty: 2938.701416 Iteration 11Q: 3 clusters Score -831269.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -831390.437500 Penalty: 2938.701416 Iteration 12Q: 3 clusters Score -831390.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -831493.625000 Penalty: 2938.701416 Iteration 13Q: 3 clusters Score -831493.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -831584.812500 Penalty: 2938.701416 Iteration 14Q: 3 clusters Score -831584.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -831675.062500 Penalty: 2938.701416 Iteration 15Q: 3 clusters Score -831675.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -831747.250000 Penalty: 2938.701416 Iteration 16Q: 3 clusters Score -831747.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -831805.500000 Penalty: 2938.701416 Iteration 17Q: 3 clusters Score -831805.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -831867.375000 Penalty: 2938.701416 Iteration 18Q: 3 clusters Score -831867.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -831918.187500 Penalty: 2938.701416 Iteration 19Q: 3 clusters Score -831918.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -831955.437500 Penalty: 2938.701416 Iteration 20F: 3 clusters Score -831955.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -831984.437500 Penalty: 2938.701416 Iteration 21Q: 3 clusters Score -831984.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -831996.375000 Penalty: 2938.701416 Iteration 22Q: 3 clusters Score -831996.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -832009.375000 Penalty: 2938.701416 Iteration 23Q: 3 clusters Score -832009.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -832024.062500 Penalty: 2938.701416 Iteration 24Q: 3 clusters Score -832024.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -832036.562500 Penalty: 2938.701416 Iteration 25Q: 3 clusters Score -832036.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -832045.500000 Penalty: 2938.701416 Iteration 26Q: 3 clusters Score -832045.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -832054.187500 Penalty: 2938.701416 Iteration 27Q: 3 clusters Score -832054.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -832060.062500 Penalty: 2938.701416 Iteration 28Q: 3 clusters Score -832060.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -832066.375000 Penalty: 2938.701416 Iteration 29Q: 3 clusters Score -832066.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -832070.750000 Penalty: 2938.701416 Iteration 30Q: 3 clusters Score -832070.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -832070.562500 Penalty: 2938.701416 Iteration 31Q: 3 clusters Score -832070.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -832078.687500 Penalty: 2938.701416 Iteration 32Q: 3 clusters Score -832078.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -832078.125000 Penalty: 2938.701416 Iteration 33Q: 3 clusters Score -832078.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -832081.312500 Penalty: 2938.701416 Iteration 34Q: 3 clusters Score -832081.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -832082.250000 Penalty: 2938.701416 Iteration 35Q: 3 clusters Score -832082.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -832085.000000 Penalty: 2938.701416 Iteration 36Q: 3 clusters Score -832085 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -832087.000000 Penalty: 2938.701416 Iteration 37Q: 3 clusters Score -832087 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -832088.062500 Penalty: 2938.701416 Iteration 38Q: 3 clusters Score -832088.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -832089.937500 Penalty: 2938.701416 Iteration 39Q: 3 clusters Score -832089.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -832090.125000 Penalty: 2938.701416 Iteration 40F: 3 clusters Score -832090.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -832091.625000 Penalty: 2938.701416 Iteration 41Q: 3 clusters Score -832091.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -832091.625000 Penalty: 2938.701416 Iteration 42F: 3 clusters Score -832091.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Entering Unmasked Estep Score: -156964.984375 Penalty: 1206.232788 Iteration 0F: 2 clusters Score -156965 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -155067.171875 Penalty: 2412.465576 Iteration 0F: 3 clusters Score -155067.2 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -155477.093750 Penalty: 2412.465576 Iteration 1F: 3 clusters Score -155477.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -155600.984375 Penalty: 2412.465576 Iteration 2F: 3 clusters Score -155601 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -155682.812500 Penalty: 2412.465576 Iteration 3F: 3 clusters Score -155682.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -155760.062500 Penalty: 2412.465576 Iteration 4Q: 3 clusters Score -155760.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -155851.921875 Penalty: 2412.465576 Iteration 5Q: 3 clusters Score -155851.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -155974.843750 Penalty: 2412.465576 Iteration 6Q: 3 clusters Score -155974.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -156094.015625 Penalty: 2412.465576 Iteration 7Q: 3 clusters Score -156094 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -156169.812500 Penalty: 2412.465576 Iteration 8Q: 3 clusters Score -156169.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -156233.343750 Penalty: 2412.465576 Iteration 9Q: 3 clusters Score -156233.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -156279.562500 Penalty: 2412.465576 Iteration 10Q: 3 clusters Score -156279.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -156321.218750 Penalty: 2412.465576 Iteration 11Q: 3 clusters Score -156321.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -156348.828125 Penalty: 2412.465576 Iteration 12Q: 3 clusters Score -156348.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -156383.250000 Penalty: 2412.465576 Iteration 13Q: 3 clusters Score -156383.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -156422.515625 Penalty: 2412.465576 Iteration 14Q: 3 clusters Score -156422.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -156479.375000 Penalty: 2412.465576 Iteration 15Q: 3 clusters Score -156479.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -156563.437500 Penalty: 2412.465576 Iteration 16Q: 3 clusters Score -156563.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -156679.218750 Penalty: 2412.465576 Iteration 17Q: 3 clusters Score -156679.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -156790.031250 Penalty: 2412.465576 Iteration 18Q: 3 clusters Score -156790 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -156872.359375 Penalty: 2412.465576 Iteration 19Q: 3 clusters Score -156872.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -156914.703125 Penalty: 2412.465576 Iteration 20F: 3 clusters Score -156914.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -156932.109375 Penalty: 2412.465576 Iteration 21Q: 3 clusters Score -156932.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -156943.156250 Penalty: 2412.465576 Iteration 22Q: 3 clusters Score -156943.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -156950.437500 Penalty: 2412.465576 Iteration 23Q: 3 clusters Score -156950.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -156955.656250 Penalty: 2412.465576 Iteration 24Q: 3 clusters Score -156955.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -156956.875000 Penalty: 2412.465576 Iteration 25Q: 3 clusters Score -156956.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -156958.171875 Penalty: 2412.465576 Iteration 26Q: 3 clusters Score -156958.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -156959.359375 Penalty: 2412.465576 Iteration 27Q: 3 clusters Score -156959.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -156960.171875 Penalty: 2412.465576 Iteration 28Q: 3 clusters Score -156960.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -156960.171875 Penalty: 2412.465576 Iteration 29F: 3 clusters Score -156960.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Entering Unmasked Estep Score: -223808.140625 Penalty: 1260.659790 Iteration 0F: 2 clusters Score -223808.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -221480.718750 Penalty: 2521.319580 Iteration 0F: 3 clusters Score -221480.7 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -222068.578125 Penalty: 2521.319580 Iteration 1F: 3 clusters Score -222068.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -222330.796875 Penalty: 2521.319580 Iteration 2F: 3 clusters Score -222330.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -222547.531250 Penalty: 2521.319580 Iteration 3F: 3 clusters Score -222547.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -222702.015625 Penalty: 2521.319580 Iteration 4F: 3 clusters Score -222702 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -222819.312500 Penalty: 2521.319580 Iteration 5Q: 3 clusters Score -222819.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -222943.656250 Penalty: 2521.319580 Iteration 6Q: 3 clusters Score -222943.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -223093.734375 Penalty: 2521.319580 Iteration 7Q: 3 clusters Score -223093.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -223277.812500 Penalty: 2521.319580 Iteration 8Q: 3 clusters Score -223277.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -223477.953125 Penalty: 2521.319580 Iteration 9Q: 3 clusters Score -223478 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -223620.171875 Penalty: 2521.319580 Iteration 10Q: 3 clusters Score -223620.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -223721.640625 Penalty: 2521.319580 Iteration 11Q: 3 clusters Score -223721.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -223780.343750 Penalty: 2521.319580 Iteration 12Q: 3 clusters Score -223780.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -223831.296875 Penalty: 2521.319580 Iteration 13Q: 3 clusters Score -223831.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -223892.546875 Penalty: 2521.319580 Iteration 14Q: 3 clusters Score -223892.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -223962.312500 Penalty: 2521.319580 Iteration 15Q: 3 clusters Score -223962.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -224030.781250 Penalty: 2521.319580 Iteration 16Q: 3 clusters Score -224030.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -224108.578125 Penalty: 2521.319580 Iteration 17Q: 3 clusters Score -224108.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -224222.781250 Penalty: 2521.319580 Iteration 18Q: 3 clusters Score -224222.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -224400.671875 Penalty: 2521.319580 Iteration 19Q: 3 clusters Score -224400.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -224566.578125 Penalty: 2521.319580 Iteration 20F: 3 clusters Score -224566.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -224612.937500 Penalty: 2521.319580 Iteration 21Q: 3 clusters Score -224612.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -224615.546875 Penalty: 2521.319580 Iteration 22Q: 3 clusters Score -224615.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -224615.546875 Penalty: 2521.319580 Iteration 23F: 3 clusters Score -224615.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 788 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 1632 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 1970 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 888 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 1036 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 597 members Mstep: Class 29 contains 2467 members Mstep: Class 30 contains 545 members Mstep: Class 31 contains 4085 members Mstep: Class 32 contains 1452 members Entering Unmasked Estep Score: -8173732.500000 Penalty: 59185.613281 Splitting cluster 19 changes total score from -8171667.500000 to -8173732.500000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 20 (5849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Entering Unmasked Estep Score: -556374.937500 Penalty: 1409.529175 Iteration 0F: 2 clusters Score -556374.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -551771.625000 Penalty: 2819.058350 Iteration 0F: 3 clusters Score -551771.6 nChanged 2409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -553249.062500 Penalty: 2819.058350 Iteration 1F: 3 clusters Score -553249.1 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -553632.062500 Penalty: 2819.058350 Iteration 2F: 3 clusters Score -553632.1 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -553962.937500 Penalty: 2819.058350 Iteration 3F: 3 clusters Score -553962.9 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -554217.437500 Penalty: 2819.058350 Iteration 4F: 3 clusters Score -554217.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -554408.625000 Penalty: 2819.058350 Iteration 5F: 3 clusters Score -554408.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -554542.500000 Penalty: 2819.058350 Iteration 6Q: 3 clusters Score -554542.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -554656.375000 Penalty: 2819.058350 Iteration 7Q: 3 clusters Score -554656.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -554734.375000 Penalty: 2819.058350 Iteration 8Q: 3 clusters Score -554734.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -554800.250000 Penalty: 2819.058350 Iteration 9Q: 3 clusters Score -554800.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -554879.687500 Penalty: 2819.058350 Iteration 10Q: 3 clusters Score -554879.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -554952.750000 Penalty: 2819.058350 Iteration 11Q: 3 clusters Score -554952.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -555027.125000 Penalty: 2819.058350 Iteration 12Q: 3 clusters Score -555027.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -555109.312500 Penalty: 2819.058350 Iteration 13Q: 3 clusters Score -555109.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -555175.625000 Penalty: 2819.058350 Iteration 14Q: 3 clusters Score -555175.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -555225.562500 Penalty: 2819.058350 Iteration 15Q: 3 clusters Score -555225.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -555262.562500 Penalty: 2819.058350 Iteration 16Q: 3 clusters Score -555262.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -555297.500000 Penalty: 2819.058350 Iteration 17Q: 3 clusters Score -555297.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -555323.937500 Penalty: 2819.058350 Iteration 18Q: 3 clusters Score -555323.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -555345.250000 Penalty: 2819.058350 Iteration 19Q: 3 clusters Score -555345.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -555364.625000 Penalty: 2819.058350 Iteration 20F: 3 clusters Score -555364.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -555377.125000 Penalty: 2819.058350 Iteration 21Q: 3 clusters Score -555377.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -555394.500000 Penalty: 2819.058350 Iteration 22Q: 3 clusters Score -555394.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -555409.687500 Penalty: 2819.058350 Iteration 23Q: 3 clusters Score -555409.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -555417.375000 Penalty: 2819.058350 Iteration 24Q: 3 clusters Score -555417.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -555428.625000 Penalty: 2819.058350 Iteration 25Q: 3 clusters Score -555428.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -555442.937500 Penalty: 2819.058350 Iteration 26Q: 3 clusters Score -555442.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -555455.062500 Penalty: 2819.058350 Iteration 27Q: 3 clusters Score -555455.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -555466.250000 Penalty: 2819.058350 Iteration 28Q: 3 clusters Score -555466.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -555479.812500 Penalty: 2819.058350 Iteration 29Q: 3 clusters Score -555479.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -555493.687500 Penalty: 2819.058350 Iteration 30Q: 3 clusters Score -555493.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -555514.437500 Penalty: 2819.058350 Iteration 31Q: 3 clusters Score -555514.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -555538.875000 Penalty: 2819.058350 Iteration 32Q: 3 clusters Score -555538.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -555557.500000 Penalty: 2819.058350 Iteration 33Q: 3 clusters Score -555557.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -555575.187500 Penalty: 2819.058350 Iteration 34Q: 3 clusters Score -555575.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -555586.812500 Penalty: 2819.058350 Iteration 35Q: 3 clusters Score -555586.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -555594.500000 Penalty: 2819.058350 Iteration 36Q: 3 clusters Score -555594.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -555599.687500 Penalty: 2819.058350 Iteration 37Q: 3 clusters Score -555599.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -555601.937500 Penalty: 2819.058350 Iteration 38Q: 3 clusters Score -555601.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -555609.125000 Penalty: 2819.058350 Iteration 39Q: 3 clusters Score -555609.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -555612.375000 Penalty: 2819.058350 Iteration 40F: 3 clusters Score -555612.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -555614.250000 Penalty: 2819.058350 Iteration 41Q: 3 clusters Score -555614.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -555616.062500 Penalty: 2819.058350 Iteration 42Q: 3 clusters Score -555616.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -555616.250000 Penalty: 2819.058350 Iteration 43Q: 3 clusters Score -555616.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -555617.125000 Penalty: 2819.058350 Iteration 44Q: 3 clusters Score -555617.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -555616.625000 Penalty: 2819.058350 Iteration 45Q: 3 clusters Score -555616.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -555618.250000 Penalty: 2819.058350 Iteration 46Q: 3 clusters Score -555618.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -555618.250000 Penalty: 2819.058350 Iteration 47Q: 3 clusters Score -555618.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -555618.250000 Penalty: 2819.058350 Iteration 48F: 3 clusters Score -555618.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1036 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Entering Unmasked Estep Score: -90115.164062 Penalty: 1128.257446 Iteration 0F: 2 clusters Score -90115.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -88769.304688 Penalty: 2256.514893 Iteration 0F: 3 clusters Score -88769.3 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -89163.351562 Penalty: 2256.514893 Iteration 1F: 3 clusters Score -89163.35 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -89296.484375 Penalty: 2256.514893 Iteration 2F: 3 clusters Score -89296.48 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -89378.710938 Penalty: 2256.514893 Iteration 3F: 3 clusters Score -89378.71 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -89494.757812 Penalty: 2256.514893 Iteration 4F: 3 clusters Score -89494.76 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -89648.843750 Penalty: 2256.514893 Iteration 5F: 3 clusters Score -89648.84 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -89839.921875 Penalty: 2256.514893 Iteration 6F: 3 clusters Score -89839.92 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -89962.062500 Penalty: 2256.514893 Iteration 7F: 3 clusters Score -89962.06 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -90182.734375 Penalty: 2256.514893 Iteration 8Q: 3 clusters Score -90182.73 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -90344.453125 Penalty: 2256.514893 Iteration 9Q: 3 clusters Score -90344.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -90450.414062 Penalty: 2256.514893 Iteration 10Q: 3 clusters Score -90450.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -90490.960938 Penalty: 2256.514893 Iteration 11Q: 3 clusters Score -90490.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -90518.179688 Penalty: 2256.514893 Iteration 12Q: 3 clusters Score -90518.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -90538.226562 Penalty: 2256.514893 Iteration 13Q: 3 clusters Score -90538.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -90550.257812 Penalty: 2256.514893 Iteration 14Q: 3 clusters Score -90550.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -90555.882812 Penalty: 2256.514893 Iteration 15Q: 3 clusters Score -90555.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -90560.015625 Penalty: 2256.514893 Iteration 16Q: 3 clusters Score -90560.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -90560.429688 Penalty: 2256.514893 Iteration 17Q: 3 clusters Score -90560.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -90560.429688 Penalty: 2256.514893 Iteration 18F: 3 clusters Score -90560.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 788 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 1632 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 1970 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 888 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 323 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 597 members Mstep: Class 29 contains 2467 members Mstep: Class 30 contains 545 members Mstep: Class 31 contains 4085 members Mstep: Class 32 contains 1452 members Mstep: Class 33 contains 713 members Entering Unmasked Estep Score: -8173467.500000 Penalty: 61035.160156 Splitting cluster 21 changes total score from -8171667.500000 to -8173467.500000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 22 (1946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Entering Unmasked Estep Score: -195076.953125 Penalty: 1230.698853 Iteration 0F: 2 clusters Score -195077 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -193060.500000 Penalty: 2461.397705 Iteration 0F: 3 clusters Score -193060.5 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -193618.890625 Penalty: 2461.397705 Iteration 1F: 3 clusters Score -193618.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -193767.265625 Penalty: 2461.397705 Iteration 2F: 3 clusters Score -193767.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -193870.078125 Penalty: 2461.397705 Iteration 3F: 3 clusters Score -193870.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -193936.109375 Penalty: 2461.397705 Iteration 4Q: 3 clusters Score -193936.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -193989.875000 Penalty: 2461.397705 Iteration 5Q: 3 clusters Score -193989.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -194036.734375 Penalty: 2461.397705 Iteration 6Q: 3 clusters Score -194036.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -194068.593750 Penalty: 2461.397705 Iteration 7Q: 3 clusters Score -194068.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -194089.984375 Penalty: 2461.397705 Iteration 8Q: 3 clusters Score -194090 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -194109.375000 Penalty: 2461.397705 Iteration 9Q: 3 clusters Score -194109.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -194121.593750 Penalty: 2461.397705 Iteration 10Q: 3 clusters Score -194121.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -194129.281250 Penalty: 2461.397705 Iteration 11Q: 3 clusters Score -194129.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -194137.828125 Penalty: 2461.397705 Iteration 12Q: 3 clusters Score -194137.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -194150.562500 Penalty: 2461.397705 Iteration 13Q: 3 clusters Score -194150.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -194168.937500 Penalty: 2461.397705 Iteration 14Q: 3 clusters Score -194168.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -194182.421875 Penalty: 2461.397705 Iteration 15Q: 3 clusters Score -194182.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -194196.343750 Penalty: 2461.397705 Iteration 16Q: 3 clusters Score -194196.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -194205.359375 Penalty: 2461.397705 Iteration 17Q: 3 clusters Score -194205.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -194220.921875 Penalty: 2461.397705 Iteration 18Q: 3 clusters Score -194220.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -194238.218750 Penalty: 2461.397705 Iteration 19Q: 3 clusters Score -194238.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -194248.687500 Penalty: 2461.397705 Iteration 20F: 3 clusters Score -194248.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -194254.093750 Penalty: 2461.397705 Iteration 21Q: 3 clusters Score -194254.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -194264.406250 Penalty: 2461.397705 Iteration 22Q: 3 clusters Score -194264.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -194270.843750 Penalty: 2461.397705 Iteration 23Q: 3 clusters Score -194270.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -194273.828125 Penalty: 2461.397705 Iteration 24Q: 3 clusters Score -194273.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -194275.234375 Penalty: 2461.397705 Iteration 25Q: 3 clusters Score -194275.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -194277.437500 Penalty: 2461.397705 Iteration 26Q: 3 clusters Score -194277.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -194280.500000 Penalty: 2461.397705 Iteration 27Q: 3 clusters Score -194280.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -194281.375000 Penalty: 2461.397705 Iteration 28Q: 3 clusters Score -194281.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -194283.640625 Penalty: 2461.397705 Iteration 29Q: 3 clusters Score -194283.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -194285.187500 Penalty: 2461.397705 Iteration 30Q: 3 clusters Score -194285.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -194286.703125 Penalty: 2461.397705 Iteration 31Q: 3 clusters Score -194286.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -194288.828125 Penalty: 2461.397705 Iteration 32Q: 3 clusters Score -194288.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -194291.000000 Penalty: 2461.397705 Iteration 33Q: 3 clusters Score -194291 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -194295.640625 Penalty: 2461.397705 Iteration 34Q: 3 clusters Score -194295.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -194298.062500 Penalty: 2461.397705 Iteration 35Q: 3 clusters Score -194298.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -194302.406250 Penalty: 2461.397705 Iteration 36Q: 3 clusters Score -194302.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -194305.734375 Penalty: 2461.397705 Iteration 37Q: 3 clusters Score -194305.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -194307.171875 Penalty: 2461.397705 Iteration 38Q: 3 clusters Score -194307.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -194309.656250 Penalty: 2461.397705 Iteration 39Q: 3 clusters Score -194309.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -194311.953125 Penalty: 2461.397705 Iteration 40F: 3 clusters Score -194312 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -194315.281250 Penalty: 2461.397705 Iteration 41Q: 3 clusters Score -194315.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -194317.562500 Penalty: 2461.397705 Iteration 42Q: 3 clusters Score -194317.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -194318.140625 Penalty: 2461.397705 Iteration 43Q: 3 clusters Score -194318.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -194318.234375 Penalty: 2461.397705 Iteration 44Q: 3 clusters Score -194318.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -194318.234375 Penalty: 2461.397705 Iteration 45F: 3 clusters Score -194318.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Entering Unmasked Estep Score: -248743.046875 Penalty: 1282.098022 Iteration 0F: 2 clusters Score -248743 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -246232.156250 Penalty: 2564.196045 Iteration 0F: 3 clusters Score -246232.2 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -246795.796875 Penalty: 2564.196045 Iteration 1F: 3 clusters Score -246795.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -246897.500000 Penalty: 2564.196045 Iteration 2F: 3 clusters Score -246897.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -246972.140625 Penalty: 2564.196045 Iteration 3Q: 3 clusters Score -246972.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -247032.437500 Penalty: 2564.196045 Iteration 4Q: 3 clusters Score -247032.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -247075.078125 Penalty: 2564.196045 Iteration 5Q: 3 clusters Score -247075.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -247116.250000 Penalty: 2564.196045 Iteration 6Q: 3 clusters Score -247116.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -247149.281250 Penalty: 2564.196045 Iteration 7Q: 3 clusters Score -247149.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -247174.453125 Penalty: 2564.196045 Iteration 8Q: 3 clusters Score -247174.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -247196.468750 Penalty: 2564.196045 Iteration 9Q: 3 clusters Score -247196.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -247217.453125 Penalty: 2564.196045 Iteration 10Q: 3 clusters Score -247217.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -247247.781250 Penalty: 2564.196045 Iteration 11Q: 3 clusters Score -247247.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -247286.437500 Penalty: 2564.196045 Iteration 12Q: 3 clusters Score -247286.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -247330.828125 Penalty: 2564.196045 Iteration 13Q: 3 clusters Score -247330.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -247382.468750 Penalty: 2564.196045 Iteration 14Q: 3 clusters Score -247382.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -247429.953125 Penalty: 2564.196045 Iteration 15Q: 3 clusters Score -247430 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -247476.062500 Penalty: 2564.196045 Iteration 16Q: 3 clusters Score -247476.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -247510.125000 Penalty: 2564.196045 Iteration 17Q: 3 clusters Score -247510.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -247545.406250 Penalty: 2564.196045 Iteration 18Q: 3 clusters Score -247545.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -247581.375000 Penalty: 2564.196045 Iteration 19Q: 3 clusters Score -247581.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -247608.046875 Penalty: 2564.196045 Iteration 20F: 3 clusters Score -247608 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -247634.109375 Penalty: 2564.196045 Iteration 21Q: 3 clusters Score -247634.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -247650.781250 Penalty: 2564.196045 Iteration 22Q: 3 clusters Score -247650.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -247666.125000 Penalty: 2564.196045 Iteration 23Q: 3 clusters Score -247666.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -247678.515625 Penalty: 2564.196045 Iteration 24Q: 3 clusters Score -247678.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -247688.468750 Penalty: 2564.196045 Iteration 25Q: 3 clusters Score -247688.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -247694.546875 Penalty: 2564.196045 Iteration 26Q: 3 clusters Score -247694.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -247703.359375 Penalty: 2564.196045 Iteration 27Q: 3 clusters Score -247703.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -247712.984375 Penalty: 2564.196045 Iteration 28Q: 3 clusters Score -247713 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -247719.703125 Penalty: 2564.196045 Iteration 29Q: 3 clusters Score -247719.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -247725.359375 Penalty: 2564.196045 Iteration 30Q: 3 clusters Score -247725.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -247729.359375 Penalty: 2564.196045 Iteration 31Q: 3 clusters Score -247729.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -247732.812500 Penalty: 2564.196045 Iteration 32Q: 3 clusters Score -247732.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -247738.312500 Penalty: 2564.196045 Iteration 33Q: 3 clusters Score -247738.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -247743.812500 Penalty: 2564.196045 Iteration 34Q: 3 clusters Score -247743.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -247747.890625 Penalty: 2564.196045 Iteration 35Q: 3 clusters Score -247747.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -247749.609375 Penalty: 2564.196045 Iteration 36Q: 3 clusters Score -247749.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -247751.750000 Penalty: 2564.196045 Iteration 37Q: 3 clusters Score -247751.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -247754.078125 Penalty: 2564.196045 Iteration 38Q: 3 clusters Score -247754.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -247757.093750 Penalty: 2564.196045 Iteration 39Q: 3 clusters Score -247757.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -247757.640625 Penalty: 2564.196045 Iteration 40F: 3 clusters Score -247757.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -247758.812500 Penalty: 2564.196045 Iteration 41Q: 3 clusters Score -247758.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -247759.359375 Penalty: 2564.196045 Iteration 42Q: 3 clusters Score -247759.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -247760.765625 Penalty: 2564.196045 Iteration 43Q: 3 clusters Score -247760.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -247760.765625 Penalty: 2564.196045 Iteration 44F: 3 clusters Score -247760.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Entering Unmasked Estep Score: -79037.585938 Penalty: 1091.839600 Iteration 0F: 2 clusters Score -79037.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -77696.710938 Penalty: 2183.679199 Iteration 0F: 3 clusters Score -77696.71 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -77966.031250 Penalty: 2183.679199 Iteration 1F: 3 clusters Score -77966.03 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -78053.578125 Penalty: 2183.679199 Iteration 2F: 3 clusters Score -78053.58 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -78121.734375 Penalty: 2183.679199 Iteration 3Q: 3 clusters Score -78121.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -78180.546875 Penalty: 2183.679199 Iteration 4Q: 3 clusters Score -78180.55 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -78270.632812 Penalty: 2183.679199 Iteration 5Q: 3 clusters Score -78270.63 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -78336.257812 Penalty: 2183.679199 Iteration 6Q: 3 clusters Score -78336.26 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -78378.398438 Penalty: 2183.679199 Iteration 7Q: 3 clusters Score -78378.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -78397.093750 Penalty: 2183.679199 Iteration 8Q: 3 clusters Score -78397.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -78408.976562 Penalty: 2183.679199 Iteration 9Q: 3 clusters Score -78408.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -78420.531250 Penalty: 2183.679199 Iteration 10Q: 3 clusters Score -78420.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -78430.960938 Penalty: 2183.679199 Iteration 11Q: 3 clusters Score -78430.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -78441.460938 Penalty: 2183.679199 Iteration 12Q: 3 clusters Score -78441.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -78448.093750 Penalty: 2183.679199 Iteration 13Q: 3 clusters Score -78448.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -78450.617188 Penalty: 2183.679199 Iteration 14Q: 3 clusters Score -78450.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -78455.109375 Penalty: 2183.679199 Iteration 15Q: 3 clusters Score -78455.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -78457.875000 Penalty: 2183.679199 Iteration 16Q: 3 clusters Score -78457.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -78461.015625 Penalty: 2183.679199 Iteration 17Q: 3 clusters Score -78461.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -78465.085938 Penalty: 2183.679199 Iteration 18Q: 3 clusters Score -78465.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -78465.695312 Penalty: 2183.679199 Iteration 19Q: 3 clusters Score -78465.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -78467.148438 Penalty: 2183.679199 Iteration 20F: 3 clusters Score -78467.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Entering Unmasked Estep Score: -49039.542969 Penalty: 1015.620972 Iteration 0F: 2 clusters Score -49039.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47953.703125 Penalty: 2031.241943 Iteration 0F: 3 clusters Score -47953.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -48113.296875 Penalty: 2031.241943 Iteration 1F: 3 clusters Score -48113.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48152.832031 Penalty: 2031.241943 Iteration 2Q: 3 clusters Score -48152.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -48172.324219 Penalty: 2031.241943 Iteration 3Q: 3 clusters Score -48172.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -48178.902344 Penalty: 2031.241943 Iteration 4Q: 3 clusters Score -48178.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -48191.542969 Penalty: 2031.241943 Iteration 5Q: 3 clusters Score -48191.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -48196.519531 Penalty: 2031.241943 Iteration 6Q: 3 clusters Score -48196.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -48197.898438 Penalty: 2031.241943 Iteration 7Q: 3 clusters Score -48197.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -48197.898438 Penalty: 2031.241943 Iteration 8F: 3 clusters Score -48197.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Entering Unmasked Estep Score: -278436.531250 Penalty: 1291.210327 Iteration 0F: 2 clusters Score -278436.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -275881.218750 Penalty: 2582.420654 Iteration 0F: 3 clusters Score -275881.2 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -276551.968750 Penalty: 2582.420654 Iteration 1F: 3 clusters Score -276552 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -276740.531250 Penalty: 2582.420654 Iteration 2F: 3 clusters Score -276740.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -276859.281250 Penalty: 2582.420654 Iteration 3F: 3 clusters Score -276859.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -276944.906250 Penalty: 2582.420654 Iteration 4Q: 3 clusters Score -276944.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -277010.843750 Penalty: 2582.420654 Iteration 5Q: 3 clusters Score -277010.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -277067.500000 Penalty: 2582.420654 Iteration 6Q: 3 clusters Score -277067.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -277121.375000 Penalty: 2582.420654 Iteration 7Q: 3 clusters Score -277121.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -277154.593750 Penalty: 2582.420654 Iteration 8Q: 3 clusters Score -277154.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -277193.468750 Penalty: 2582.420654 Iteration 9Q: 3 clusters Score -277193.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -277221.218750 Penalty: 2582.420654 Iteration 10Q: 3 clusters Score -277221.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -277242.031250 Penalty: 2582.420654 Iteration 11Q: 3 clusters Score -277242 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -277258.187500 Penalty: 2582.420654 Iteration 12Q: 3 clusters Score -277258.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -277269.406250 Penalty: 2582.420654 Iteration 13Q: 3 clusters Score -277269.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -277282.750000 Penalty: 2582.420654 Iteration 14Q: 3 clusters Score -277282.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -277300.968750 Penalty: 2582.420654 Iteration 15Q: 3 clusters Score -277301 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -277325.875000 Penalty: 2582.420654 Iteration 16Q: 3 clusters Score -277325.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -277351.500000 Penalty: 2582.420654 Iteration 17Q: 3 clusters Score -277351.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -277380.218750 Penalty: 2582.420654 Iteration 18Q: 3 clusters Score -277380.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -277416.125000 Penalty: 2582.420654 Iteration 19Q: 3 clusters Score -277416.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -277468.031250 Penalty: 2582.420654 Iteration 20F: 3 clusters Score -277468 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -277520.187500 Penalty: 2582.420654 Iteration 21Q: 3 clusters Score -277520.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -277578.187500 Penalty: 2582.420654 Iteration 22Q: 3 clusters Score -277578.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -277623.875000 Penalty: 2582.420654 Iteration 23Q: 3 clusters Score -277623.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -277654.187500 Penalty: 2582.420654 Iteration 24Q: 3 clusters Score -277654.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -277670.343750 Penalty: 2582.420654 Iteration 25Q: 3 clusters Score -277670.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -277679.781250 Penalty: 2582.420654 Iteration 26Q: 3 clusters Score -277679.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -277685.406250 Penalty: 2582.420654 Iteration 27Q: 3 clusters Score -277685.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -277689.875000 Penalty: 2582.420654 Iteration 28Q: 3 clusters Score -277689.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -277694.562500 Penalty: 2582.420654 Iteration 29Q: 3 clusters Score -277694.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -277697.812500 Penalty: 2582.420654 Iteration 30Q: 3 clusters Score -277697.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -277701.156250 Penalty: 2582.420654 Iteration 31Q: 3 clusters Score -277701.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -277702.343750 Penalty: 2582.420654 Iteration 32Q: 3 clusters Score -277702.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -277703.562500 Penalty: 2582.420654 Iteration 33Q: 3 clusters Score -277703.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -277704.312500 Penalty: 2582.420654 Iteration 34Q: 3 clusters Score -277704.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -277705.562500 Penalty: 2582.420654 Iteration 35Q: 3 clusters Score -277705.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -277707.500000 Penalty: 2582.420654 Iteration 36Q: 3 clusters Score -277707.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -277708.375000 Penalty: 2582.420654 Iteration 37Q: 3 clusters Score -277708.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -277708.968750 Penalty: 2582.420654 Iteration 38Q: 3 clusters Score -277709 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -277708.968750 Penalty: 2582.420654 Iteration 39F: 3 clusters Score -277709 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Entering Unmasked Estep Score: -87558.320312 Penalty: 1111.240845 Iteration 0F: 2 clusters Score -87558.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -86157.570312 Penalty: 2222.481689 Iteration 0F: 3 clusters Score -86157.57 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -86421.882812 Penalty: 2222.481689 Iteration 1F: 3 clusters Score -86421.88 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -86608.828125 Penalty: 2222.481689 Iteration 2F: 3 clusters Score -86608.83 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -86892.296875 Penalty: 2222.481689 Iteration 3F: 3 clusters Score -86892.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -87060.312500 Penalty: 2222.481689 Iteration 4F: 3 clusters Score -87060.31 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -87131.500000 Penalty: 2222.481689 Iteration 5Q: 3 clusters Score -87131.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -87163.070312 Penalty: 2222.481689 Iteration 6Q: 3 clusters Score -87163.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -87186.320312 Penalty: 2222.481689 Iteration 7Q: 3 clusters Score -87186.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -87200.070312 Penalty: 2222.481689 Iteration 8Q: 3 clusters Score -87200.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -87211.976562 Penalty: 2222.481689 Iteration 9Q: 3 clusters Score -87211.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -87216.921875 Penalty: 2222.481689 Iteration 10Q: 3 clusters Score -87216.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -87225.367188 Penalty: 2222.481689 Iteration 11Q: 3 clusters Score -87225.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -87238.875000 Penalty: 2222.481689 Iteration 12Q: 3 clusters Score -87238.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -87244.585938 Penalty: 2222.481689 Iteration 13Q: 3 clusters Score -87244.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -87249.429688 Penalty: 2222.481689 Iteration 14Q: 3 clusters Score -87249.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -87254.437500 Penalty: 2222.481689 Iteration 15Q: 3 clusters Score -87254.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -87256.195312 Penalty: 2222.481689 Iteration 16Q: 3 clusters Score -87256.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -87259.078125 Penalty: 2222.481689 Iteration 17Q: 3 clusters Score -87259.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -87262.632812 Penalty: 2222.481689 Iteration 18Q: 3 clusters Score -87262.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -87266.742188 Penalty: 2222.481689 Iteration 19Q: 3 clusters Score -87266.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -87270.265625 Penalty: 2222.481689 Iteration 20F: 3 clusters Score -87270.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -87271.218750 Penalty: 2222.481689 Iteration 21Q: 3 clusters Score -87271.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -87271.218750 Penalty: 2222.481689 Iteration 22F: 3 clusters Score -87271.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 788 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4410 members Mstep: Class 10 contains 13944 members Mstep: Class 11 contains 1075 members Mstep: Class 12 contains 1632 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 1970 members Mstep: Class 16 contains 7203 members Mstep: Class 17 contains 8452 members Mstep: Class 18 contains 1674 members Mstep: Class 19 contains 888 members Mstep: Class 20 contains 5849 members Mstep: Class 21 contains 323 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -8174247.500000 Penalty: 61035.160156 Iteration 79Q: 34 clusters Score -8174248 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 915 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1999 members Mstep: Class 5 contains 1675 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 1621 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4428 members Mstep: Class 10 contains 13945 members Mstep: Class 11 contains 1078 members Mstep: Class 12 contains 1671 members Mstep: Class 13 contains 1060 members Mstep: Class 14 contains 8797 members Mstep: Class 15 contains 1993 members Mstep: Class 16 contains 7225 members Mstep: Class 17 contains 8455 members Mstep: Class 18 contains 1646 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5848 members Mstep: Class 21 contains 339 members Mstep: Class 22 contains 1946 members Mstep: Class 23 contains 2670 members Mstep: Class 24 contains 829 members Mstep: Class 25 contains 518 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 933 members Mstep: Class 28 contains 535 members Mstep: Class 29 contains 2444 members Mstep: Class 30 contains 533 members Mstep: Class 31 contains 4036 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 705 members Entering Unmasked Estep ConsiderDeletion Score: -8175699.000000 Penalty: 61035.160156 Iteration 80F: 34 clusters Score -8175699 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 901 members Mstep: Class 3 contains 1091 members Mstep: Class 4 contains 1981 members Mstep: Class 5 contains 1662 members Mstep: Class 6 contains 941 members Mstep: Class 7 contains 1604 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4426 members Mstep: Class 10 contains 13939 members Mstep: Class 11 contains 1055 members Mstep: Class 12 contains 1610 members Mstep: Class 13 contains 1052 members Mstep: Class 14 contains 8796 members Mstep: Class 15 contains 2006 members Mstep: Class 16 contains 7197 members Mstep: Class 17 contains 8451 members Mstep: Class 18 contains 1596 members Mstep: Class 19 contains 896 members Mstep: Class 20 contains 5836 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1932 members Mstep: Class 23 contains 2668 members Mstep: Class 24 contains 822 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 653 members Mstep: Class 29 contains 2455 members Mstep: Class 30 contains 576 members Mstep: Class 31 contains 4085 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 717 members Entering Unmasked Estep ConsiderDeletion Score: -8176881.000000 Penalty: 61035.160156 Iteration 81Q: 34 clusters Score -8176881 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 885 members Mstep: Class 3 contains 1091 members Mstep: Class 4 contains 1976 members Mstep: Class 5 contains 1656 members Mstep: Class 6 contains 1012 members Mstep: Class 7 contains 1602 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4434 members Mstep: Class 10 contains 13938 members Mstep: Class 11 contains 1046 members Mstep: Class 12 contains 1575 members Mstep: Class 13 contains 1042 members Mstep: Class 14 contains 8796 members Mstep: Class 15 contains 2016 members Mstep: Class 16 contains 7191 members Mstep: Class 17 contains 8446 members Mstep: Class 18 contains 1571 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5833 members Mstep: Class 21 contains 367 members Mstep: Class 22 contains 1911 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 823 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 686 members Mstep: Class 29 contains 2455 members Mstep: Class 30 contains 609 members Mstep: Class 31 contains 4091 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8177550.000000 Penalty: 61035.160156 Iteration 82Q: 34 clusters Score -8177550 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 1093 members Mstep: Class 4 contains 1968 members Mstep: Class 5 contains 1657 members Mstep: Class 6 contains 1045 members Mstep: Class 7 contains 1601 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4439 members Mstep: Class 10 contains 13945 members Mstep: Class 11 contains 1036 members Mstep: Class 12 contains 1572 members Mstep: Class 13 contains 1036 members Mstep: Class 14 contains 8794 members Mstep: Class 15 contains 2027 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8445 members Mstep: Class 18 contains 1552 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 371 members Mstep: Class 22 contains 1892 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 823 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 702 members Mstep: Class 29 contains 2456 members Mstep: Class 30 contains 627 members Mstep: Class 31 contains 4086 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 729 members Entering Unmasked Estep ConsiderDeletion Score: -8177926.500000 Penalty: 61035.160156 Iteration 83Q: 34 clusters Score -8177926 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 868 members Mstep: Class 3 contains 1094 members Mstep: Class 4 contains 1965 members Mstep: Class 5 contains 1659 members Mstep: Class 6 contains 1059 members Mstep: Class 7 contains 1605 members Mstep: Class 8 contains 2188 members Mstep: Class 9 contains 4440 members Mstep: Class 10 contains 13950 members Mstep: Class 11 contains 1029 members Mstep: Class 12 contains 1577 members Mstep: Class 13 contains 1036 members Mstep: Class 14 contains 8792 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8443 members Mstep: Class 18 contains 1539 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 379 members Mstep: Class 22 contains 1873 members Mstep: Class 23 contains 2662 members Mstep: Class 24 contains 824 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 706 members Mstep: Class 29 contains 2455 members Mstep: Class 30 contains 634 members Mstep: Class 31 contains 4085 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178121.000000 Penalty: 61035.160156 Iteration 84Q: 34 clusters Score -8178121 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 869 members Mstep: Class 3 contains 1095 members Mstep: Class 4 contains 1960 members Mstep: Class 5 contains 1659 members Mstep: Class 6 contains 1061 members Mstep: Class 7 contains 1609 members Mstep: Class 8 contains 2188 members Mstep: Class 9 contains 4445 members Mstep: Class 10 contains 13953 members Mstep: Class 11 contains 1028 members Mstep: Class 12 contains 1571 members Mstep: Class 13 contains 1035 members Mstep: Class 14 contains 8789 members Mstep: Class 15 contains 2041 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8443 members Mstep: Class 18 contains 1532 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 383 members Mstep: Class 22 contains 1858 members Mstep: Class 23 contains 2662 members Mstep: Class 24 contains 824 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 715 members Mstep: Class 29 contains 2456 members Mstep: Class 30 contains 642 members Mstep: Class 31 contains 4077 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178188.000000 Penalty: 61035.160156 Iteration 85Q: 34 clusters Score -8178188 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 870 members Mstep: Class 3 contains 1096 members Mstep: Class 4 contains 1958 members Mstep: Class 5 contains 1659 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1612 members Mstep: Class 8 contains 2188 members Mstep: Class 9 contains 4445 members Mstep: Class 10 contains 13952 members Mstep: Class 11 contains 1029 members Mstep: Class 12 contains 1569 members Mstep: Class 13 contains 1035 members Mstep: Class 14 contains 8787 members Mstep: Class 15 contains 2049 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8442 members Mstep: Class 18 contains 1527 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5836 members Mstep: Class 21 contains 384 members Mstep: Class 22 contains 1842 members Mstep: Class 23 contains 2662 members Mstep: Class 24 contains 825 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 725 members Mstep: Class 29 contains 2456 members Mstep: Class 30 contains 647 members Mstep: Class 31 contains 4069 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178226.500000 Penalty: 61035.160156 Iteration 86Q: 34 clusters Score -8178226 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 871 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1615 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4445 members Mstep: Class 10 contains 13955 members Mstep: Class 11 contains 1030 members Mstep: Class 12 contains 1562 members Mstep: Class 13 contains 1035 members Mstep: Class 14 contains 8786 members Mstep: Class 15 contains 2061 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8441 members Mstep: Class 18 contains 1523 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5836 members Mstep: Class 21 contains 384 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2662 members Mstep: Class 24 contains 826 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 728 members Mstep: Class 29 contains 2457 members Mstep: Class 30 contains 655 members Mstep: Class 31 contains 4056 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178221.500000 Penalty: 61035.160156 Iteration 87Q: 34 clusters Score -8178222 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1072 members Mstep: Class 7 contains 1617 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4446 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 1030 members Mstep: Class 12 contains 1556 members Mstep: Class 13 contains 1035 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2069 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8441 members Mstep: Class 18 contains 1518 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5836 members Mstep: Class 21 contains 383 members Mstep: Class 22 contains 1830 members Mstep: Class 23 contains 2662 members Mstep: Class 24 contains 826 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 730 members Mstep: Class 29 contains 2457 members Mstep: Class 30 contains 661 members Mstep: Class 31 contains 4048 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178257.500000 Penalty: 61035.160156 Iteration 88Q: 34 clusters Score -8178258 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 870 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 1960 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 1620 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4446 members Mstep: Class 10 contains 13960 members Mstep: Class 11 contains 1029 members Mstep: Class 12 contains 1552 members Mstep: Class 13 contains 1035 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2077 members Mstep: Class 16 contains 7189 members Mstep: Class 17 contains 8441 members Mstep: Class 18 contains 1516 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1828 members Mstep: Class 23 contains 2662 members Mstep: Class 24 contains 826 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 730 members Mstep: Class 29 contains 2459 members Mstep: Class 30 contains 670 members Mstep: Class 31 contains 4043 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -8178273.000000 Penalty: 61035.160156 Iteration 89Q: 34 clusters Score -8178273 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 865 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1621 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4448 members Mstep: Class 10 contains 13961 members Mstep: Class 11 contains 1024 members Mstep: Class 12 contains 1544 members Mstep: Class 13 contains 1036 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2086 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8441 members Mstep: Class 18 contains 1514 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1828 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 934 members Mstep: Class 28 contains 730 members Mstep: Class 29 contains 2461 members Mstep: Class 30 contains 672 members Mstep: Class 31 contains 4037 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -8178280.000000 Penalty: 61035.160156 Iteration 90Q: 34 clusters Score -8178280 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1079 members Mstep: Class 7 contains 1623 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13960 members Mstep: Class 11 contains 1021 members Mstep: Class 12 contains 1535 members Mstep: Class 13 contains 1034 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2093 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8441 members Mstep: Class 18 contains 1514 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1827 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 830 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 731 members Mstep: Class 29 contains 2464 members Mstep: Class 30 contains 676 members Mstep: Class 31 contains 4032 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -8178289.500000 Penalty: 61035.160156 Iteration 91Q: 34 clusters Score -8178290 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 862 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1080 members Mstep: Class 7 contains 1623 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 1017 members Mstep: Class 12 contains 1530 members Mstep: Class 13 contains 1033 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2100 members Mstep: Class 16 contains 7189 members Mstep: Class 17 contains 8440 members Mstep: Class 18 contains 1513 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1826 members Mstep: Class 23 contains 2664 members Mstep: Class 24 contains 831 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 732 members Mstep: Class 29 contains 2465 members Mstep: Class 30 contains 682 members Mstep: Class 31 contains 4030 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -8178328.000000 Penalty: 61035.160156 Iteration 92Q: 34 clusters Score -8178328 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 861 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1081 members Mstep: Class 7 contains 1624 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 1012 members Mstep: Class 12 contains 1525 members Mstep: Class 13 contains 1031 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2106 members Mstep: Class 16 contains 7190 members Mstep: Class 17 contains 8439 members Mstep: Class 18 contains 1511 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1824 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 830 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 733 members Mstep: Class 29 contains 2465 members Mstep: Class 30 contains 688 members Mstep: Class 31 contains 4028 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 725 members Entering Unmasked Estep ConsiderDeletion Score: -8178340.000000 Penalty: 61035.160156 Iteration 93Q: 34 clusters Score -8178340 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 862 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 1624 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4449 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 1013 members Mstep: Class 12 contains 1518 members Mstep: Class 13 contains 1029 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2109 members Mstep: Class 16 contains 7189 members Mstep: Class 17 contains 8438 members Mstep: Class 18 contains 1512 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1823 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 830 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2465 members Mstep: Class 30 contains 695 members Mstep: Class 31 contains 4026 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178352.500000 Penalty: 61035.160156 Iteration 94Q: 34 clusters Score -8178352 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 1098 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1085 members Mstep: Class 7 contains 1625 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4449 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 1009 members Mstep: Class 12 contains 1513 members Mstep: Class 13 contains 1029 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2114 members Mstep: Class 16 contains 7188 members Mstep: Class 17 contains 8436 members Mstep: Class 18 contains 1512 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1822 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 830 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2465 members Mstep: Class 30 contains 698 members Mstep: Class 31 contains 4026 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178372.000000 Penalty: 61035.160156 Iteration 95Q: 34 clusters Score -8178372 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 1099 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1086 members Mstep: Class 7 contains 1625 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4449 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 1509 members Mstep: Class 13 contains 1029 members Mstep: Class 14 contains 8785 members Mstep: Class 15 contains 2126 members Mstep: Class 16 contains 7188 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1512 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1822 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 831 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2466 members Mstep: Class 30 contains 699 members Mstep: Class 31 contains 4021 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178364.500000 Penalty: 61035.160156 Iteration 96Q: 34 clusters Score -8178364 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1087 members Mstep: Class 7 contains 1624 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4449 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 990 members Mstep: Class 12 contains 1504 members Mstep: Class 13 contains 1029 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2138 members Mstep: Class 16 contains 7188 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1512 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1822 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2467 members Mstep: Class 30 contains 702 members Mstep: Class 31 contains 4021 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8178390.500000 Penalty: 61035.160156 Iteration 97Q: 34 clusters Score -8178390 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1088 members Mstep: Class 7 contains 1626 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 975 members Mstep: Class 12 contains 1495 members Mstep: Class 13 contains 1029 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2160 members Mstep: Class 16 contains 7186 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1512 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1820 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2468 members Mstep: Class 30 contains 706 members Mstep: Class 31 contains 4016 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178420.000000 Penalty: 61035.160156 Iteration 98Q: 34 clusters Score -8178420 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1089 members Mstep: Class 7 contains 1627 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13956 members Mstep: Class 11 contains 960 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 1029 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2180 members Mstep: Class 16 contains 7187 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1512 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1819 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 833 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2471 members Mstep: Class 30 contains 707 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1448 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178439.000000 Penalty: 61035.160156 Iteration 99Q: 34 clusters Score -8178439 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 862 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 1958 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1089 members Mstep: Class 7 contains 1628 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13955 members Mstep: Class 11 contains 948 members Mstep: Class 12 contains 1488 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2195 members Mstep: Class 16 contains 7187 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1511 members Mstep: Class 19 contains 900 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1818 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 935 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2472 members Mstep: Class 30 contains 708 members Mstep: Class 31 contains 4012 members Mstep: Class 32 contains 1448 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178472.000000 Penalty: 61035.160156 Iteration 100F: 34 clusters Score -8178472 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 1957 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1090 members Mstep: Class 7 contains 1629 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13955 members Mstep: Class 11 contains 943 members Mstep: Class 12 contains 1487 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2203 members Mstep: Class 16 contains 7183 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1510 members Mstep: Class 19 contains 900 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1817 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 936 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2472 members Mstep: Class 30 contains 710 members Mstep: Class 31 contains 4015 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178483.000000 Penalty: 61035.160156 Iteration 101Q: 34 clusters Score -8178483 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 1957 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1093 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13956 members Mstep: Class 11 contains 934 members Mstep: Class 12 contains 1486 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2213 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1508 members Mstep: Class 19 contains 900 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2667 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 936 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2472 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1447 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178504.000000 Penalty: 61035.160156 Iteration 102Q: 34 clusters Score -8178504 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1957 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13957 members Mstep: Class 11 contains 933 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2219 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1506 members Mstep: Class 19 contains 900 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 937 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4008 members Mstep: Class 32 contains 1446 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178496.500000 Penalty: 61035.160156 Iteration 103Q: 34 clusters Score -8178496 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1956 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 931 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2224 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 900 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2665 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 938 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4007 members Mstep: Class 32 contains 1446 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178504.000000 Penalty: 61035.160156 Iteration 104Q: 34 clusters Score -8178504 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1956 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 928 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2226 members Mstep: Class 16 contains 7185 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2665 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 939 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4009 members Mstep: Class 32 contains 1446 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178506.500000 Penalty: 61035.160156 Iteration 105Q: 34 clusters Score -8178506 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1956 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 929 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2228 members Mstep: Class 16 contains 7183 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2665 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4008 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178512.000000 Penalty: 61035.160156 Iteration 106Q: 34 clusters Score -8178512 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1956 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 932 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2228 members Mstep: Class 16 contains 7182 members Mstep: Class 17 contains 8435 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2665 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4009 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178520.000000 Penalty: 61035.160156 Iteration 107Q: 34 clusters Score -8178520 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13958 members Mstep: Class 11 contains 933 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2228 members Mstep: Class 16 contains 7181 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4010 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178519.500000 Penalty: 61035.160156 Iteration 108Q: 34 clusters Score -8178520 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2229 members Mstep: Class 16 contains 7182 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4010 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178521.500000 Penalty: 61035.160156 Iteration 109Q: 34 clusters Score -8178522 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 927 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2230 members Mstep: Class 16 contains 7183 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4010 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178529.000000 Penalty: 61035.160156 Iteration 110Q: 34 clusters Score -8178529 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178525.000000 Penalty: 61035.160156 Iteration 111Q: 34 clusters Score -8178525 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8178525.000000 Penalty: 61035.160156 Iteration 112F: 34 clusters Score -8178525 nChanged 0 Entering ConstructFrom: Score: -8178525.000000 Penalty: 61035.160156 Entering ConstructFrom: Trying to split cluster 1 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -31740.365234 Penalty: 981.541382 Iteration 0F: 2 clusters Score -31740.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -30879.107422 Penalty: 1963.082764 Iteration 0F: 3 clusters Score -30879.11 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -31163.011719 Penalty: 1963.082764 Iteration 1F: 3 clusters Score -31163.01 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -31296.050781 Penalty: 1963.082764 Iteration 2F: 3 clusters Score -31296.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -31353.113281 Penalty: 1963.082764 Iteration 3Q: 3 clusters Score -31353.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -31373.050781 Penalty: 1963.082764 Iteration 4Q: 3 clusters Score -31373.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -31378.513672 Penalty: 1963.082764 Iteration 5Q: 3 clusters Score -31378.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -31379.958984 Penalty: 1963.082764 Iteration 6Q: 3 clusters Score -31379.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -31381.400391 Penalty: 1963.082764 Iteration 7Q: 3 clusters Score -31381.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -31383.009766 Penalty: 1963.082764 Iteration 8Q: 3 clusters Score -31383.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -31383.365234 Penalty: 1963.082764 Iteration 9Q: 3 clusters Score -31383.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -31383.365234 Penalty: 1963.082764 Iteration 10F: 3 clusters Score -31383.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Entering Unmasked Estep Score: -71365.625000 Penalty: 1097.053955 Iteration 0F: 2 clusters Score -71365.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -70108.445312 Penalty: 2194.107910 Iteration 0F: 3 clusters Score -70108.45 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -70464.703125 Penalty: 2194.107910 Iteration 1F: 3 clusters Score -70464.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -70674.867188 Penalty: 2194.107910 Iteration 2F: 3 clusters Score -70674.87 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -70840.390625 Penalty: 2194.107910 Iteration 3F: 3 clusters Score -70840.39 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -70975.367188 Penalty: 2194.107910 Iteration 4F: 3 clusters Score -70975.37 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -71124.695312 Penalty: 2194.107910 Iteration 5Q: 3 clusters Score -71124.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -71244.687500 Penalty: 2194.107910 Iteration 6Q: 3 clusters Score -71244.69 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -71319.039062 Penalty: 2194.107910 Iteration 7Q: 3 clusters Score -71319.04 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -71361.617188 Penalty: 2194.107910 Iteration 8Q: 3 clusters Score -71361.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -71407.593750 Penalty: 2194.107910 Iteration 9Q: 3 clusters Score -71407.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -71424.234375 Penalty: 2194.107910 Iteration 10Q: 3 clusters Score -71424.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -71431.570312 Penalty: 2194.107910 Iteration 11Q: 3 clusters Score -71431.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -71436.093750 Penalty: 2194.107910 Iteration 12Q: 3 clusters Score -71436.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -71438.578125 Penalty: 2194.107910 Iteration 13Q: 3 clusters Score -71438.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -71441.171875 Penalty: 2194.107910 Iteration 14Q: 3 clusters Score -71441.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -71446.312500 Penalty: 2194.107910 Iteration 15Q: 3 clusters Score -71446.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -71447.968750 Penalty: 2194.107910 Iteration 16Q: 3 clusters Score -71447.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -71447.968750 Penalty: 2194.107910 Iteration 17F: 3 clusters Score -71447.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 302 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Mstep: Class 34 contains 553 members Entering Unmasked Estep Score: -8177863.500000 Penalty: 62884.710938 Splitting cluster 2 changes total score from -8178525.000000 to -8177863.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Entering Unmasked Estep Score: -105576.742188 Penalty: 1138.145752 Iteration 0F: 2 clusters Score -105576.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -104084.062500 Penalty: 2276.291504 Iteration 0F: 3 clusters Score -104084.1 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -104381.515625 Penalty: 2276.291504 Iteration 1F: 3 clusters Score -104381.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -104444.523438 Penalty: 2276.291504 Iteration 2F: 3 clusters Score -104444.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -104464.960938 Penalty: 2276.291504 Iteration 3Q: 3 clusters Score -104465 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -104487.632812 Penalty: 2276.291504 Iteration 4Q: 3 clusters Score -104487.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -104502.554688 Penalty: 2276.291504 Iteration 5Q: 3 clusters Score -104502.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -104510.562500 Penalty: 2276.291504 Iteration 6Q: 3 clusters Score -104510.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -104512.468750 Penalty: 2276.291504 Iteration 7Q: 3 clusters Score -104512.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -104514.460938 Penalty: 2276.291504 Iteration 8Q: 3 clusters Score -104514.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -104517.781250 Penalty: 2276.291504 Iteration 9Q: 3 clusters Score -104517.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -104520.914062 Penalty: 2276.291504 Iteration 10Q: 3 clusters Score -104520.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -104524.429688 Penalty: 2276.291504 Iteration 11Q: 3 clusters Score -104524.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -104525.320312 Penalty: 2276.291504 Iteration 12Q: 3 clusters Score -104525.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -104526.109375 Penalty: 2276.291504 Iteration 13Q: 3 clusters Score -104526.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -104526.109375 Penalty: 2276.291504 Iteration 14F: 3 clusters Score -104526.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Entering Unmasked Estep Score: -187701.125000 Penalty: 1231.448608 Iteration 0F: 2 clusters Score -187701.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -185643.437500 Penalty: 2462.897217 Iteration 0F: 3 clusters Score -185643.4 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -186104.500000 Penalty: 2462.897217 Iteration 1F: 3 clusters Score -186104.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -186248.750000 Penalty: 2462.897217 Iteration 2F: 3 clusters Score -186248.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -186360.343750 Penalty: 2462.897217 Iteration 3F: 3 clusters Score -186360.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -186437.640625 Penalty: 2462.897217 Iteration 4Q: 3 clusters Score -186437.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -186492.390625 Penalty: 2462.897217 Iteration 5Q: 3 clusters Score -186492.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -186529.953125 Penalty: 2462.897217 Iteration 6Q: 3 clusters Score -186530 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -186559.421875 Penalty: 2462.897217 Iteration 7Q: 3 clusters Score -186559.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -186589.578125 Penalty: 2462.897217 Iteration 8Q: 3 clusters Score -186589.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -186616.015625 Penalty: 2462.897217 Iteration 9Q: 3 clusters Score -186616 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -186635.656250 Penalty: 2462.897217 Iteration 10Q: 3 clusters Score -186635.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -186653.515625 Penalty: 2462.897217 Iteration 11Q: 3 clusters Score -186653.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -186675.531250 Penalty: 2462.897217 Iteration 12Q: 3 clusters Score -186675.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -186698.453125 Penalty: 2462.897217 Iteration 13Q: 3 clusters Score -186698.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -186715.234375 Penalty: 2462.897217 Iteration 14Q: 3 clusters Score -186715.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -186728.921875 Penalty: 2462.897217 Iteration 15Q: 3 clusters Score -186728.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -186743.140625 Penalty: 2462.897217 Iteration 16Q: 3 clusters Score -186743.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -186749.812500 Penalty: 2462.897217 Iteration 17Q: 3 clusters Score -186749.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -186754.734375 Penalty: 2462.897217 Iteration 18Q: 3 clusters Score -186754.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -186758.015625 Penalty: 2462.897217 Iteration 19Q: 3 clusters Score -186758 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -186761.453125 Penalty: 2462.897217 Iteration 20F: 3 clusters Score -186761.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -186768.000000 Penalty: 2462.897217 Iteration 21Q: 3 clusters Score -186768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -186776.937500 Penalty: 2462.897217 Iteration 22Q: 3 clusters Score -186776.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -186781.281250 Penalty: 2462.897217 Iteration 23Q: 3 clusters Score -186781.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -186785.640625 Penalty: 2462.897217 Iteration 24Q: 3 clusters Score -186785.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -186791.406250 Penalty: 2462.897217 Iteration 25Q: 3 clusters Score -186791.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -186793.703125 Penalty: 2462.897217 Iteration 26Q: 3 clusters Score -186793.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -186797.546875 Penalty: 2462.897217 Iteration 27Q: 3 clusters Score -186797.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -186801.296875 Penalty: 2462.897217 Iteration 28Q: 3 clusters Score -186801.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -186805.593750 Penalty: 2462.897217 Iteration 29Q: 3 clusters Score -186805.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -186808.625000 Penalty: 2462.897217 Iteration 30Q: 3 clusters Score -186808.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -186815.156250 Penalty: 2462.897217 Iteration 31Q: 3 clusters Score -186815.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -186820.093750 Penalty: 2462.897217 Iteration 32Q: 3 clusters Score -186820.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -186826.156250 Penalty: 2462.897217 Iteration 33Q: 3 clusters Score -186826.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -186832.328125 Penalty: 2462.897217 Iteration 34Q: 3 clusters Score -186832.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -186838.671875 Penalty: 2462.897217 Iteration 35Q: 3 clusters Score -186838.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -186845.437500 Penalty: 2462.897217 Iteration 36Q: 3 clusters Score -186845.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -186853.953125 Penalty: 2462.897217 Iteration 37Q: 3 clusters Score -186854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -186857.671875 Penalty: 2462.897217 Iteration 38Q: 3 clusters Score -186857.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -186862.468750 Penalty: 2462.897217 Iteration 39Q: 3 clusters Score -186862.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -186864.656250 Penalty: 2462.897217 Iteration 40F: 3 clusters Score -186864.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -186868.046875 Penalty: 2462.897217 Iteration 41Q: 3 clusters Score -186868 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -186871.937500 Penalty: 2462.897217 Iteration 42Q: 3 clusters Score -186871.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -186874.546875 Penalty: 2462.897217 Iteration 43Q: 3 clusters Score -186874.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -186876.375000 Penalty: 2462.897217 Iteration 44Q: 3 clusters Score -186876.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -186878.453125 Penalty: 2462.897217 Iteration 45Q: 3 clusters Score -186878.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -186879.671875 Penalty: 2462.897217 Iteration 46Q: 3 clusters Score -186879.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -186880.046875 Penalty: 2462.897217 Iteration 47Q: 3 clusters Score -186880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -186880.046875 Penalty: 2462.897217 Iteration 48F: 3 clusters Score -186880 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Entering Unmasked Estep Score: -165997.546875 Penalty: 1204.868042 Iteration 0F: 2 clusters Score -165997.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -164145.468750 Penalty: 2409.736084 Iteration 0F: 3 clusters Score -164145.5 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -164531.984375 Penalty: 2409.736084 Iteration 1F: 3 clusters Score -164532 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -164636.218750 Penalty: 2409.736084 Iteration 2F: 3 clusters Score -164636.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -164718.406250 Penalty: 2409.736084 Iteration 3F: 3 clusters Score -164718.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -164775.687500 Penalty: 2409.736084 Iteration 4Q: 3 clusters Score -164775.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -164809.078125 Penalty: 2409.736084 Iteration 5Q: 3 clusters Score -164809.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -164835.015625 Penalty: 2409.736084 Iteration 6Q: 3 clusters Score -164835 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -164860.875000 Penalty: 2409.736084 Iteration 7Q: 3 clusters Score -164860.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -164882.203125 Penalty: 2409.736084 Iteration 8Q: 3 clusters Score -164882.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -164904.890625 Penalty: 2409.736084 Iteration 9Q: 3 clusters Score -164904.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -164924.609375 Penalty: 2409.736084 Iteration 10Q: 3 clusters Score -164924.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -164943.515625 Penalty: 2409.736084 Iteration 11Q: 3 clusters Score -164943.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -164963.953125 Penalty: 2409.736084 Iteration 12Q: 3 clusters Score -164964 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -164979.875000 Penalty: 2409.736084 Iteration 13Q: 3 clusters Score -164979.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -165001.625000 Penalty: 2409.736084 Iteration 14Q: 3 clusters Score -165001.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -165020.125000 Penalty: 2409.736084 Iteration 15Q: 3 clusters Score -165020.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -165031.984375 Penalty: 2409.736084 Iteration 16Q: 3 clusters Score -165032 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -165045.656250 Penalty: 2409.736084 Iteration 17Q: 3 clusters Score -165045.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -165062.546875 Penalty: 2409.736084 Iteration 18Q: 3 clusters Score -165062.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -165083.921875 Penalty: 2409.736084 Iteration 19Q: 3 clusters Score -165083.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -165096.062500 Penalty: 2409.736084 Iteration 20F: 3 clusters Score -165096.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -165108.187500 Penalty: 2409.736084 Iteration 21Q: 3 clusters Score -165108.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -165118.218750 Penalty: 2409.736084 Iteration 22Q: 3 clusters Score -165118.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -165125.546875 Penalty: 2409.736084 Iteration 23Q: 3 clusters Score -165125.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -165132.062500 Penalty: 2409.736084 Iteration 24Q: 3 clusters Score -165132.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -165137.484375 Penalty: 2409.736084 Iteration 25Q: 3 clusters Score -165137.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -165144.031250 Penalty: 2409.736084 Iteration 26Q: 3 clusters Score -165144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -165149.484375 Penalty: 2409.736084 Iteration 27Q: 3 clusters Score -165149.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -165156.390625 Penalty: 2409.736084 Iteration 28Q: 3 clusters Score -165156.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -165158.625000 Penalty: 2409.736084 Iteration 29Q: 3 clusters Score -165158.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -165158.984375 Penalty: 2409.736084 Iteration 30Q: 3 clusters Score -165159 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -165159.500000 Penalty: 2409.736084 Iteration 31Q: 3 clusters Score -165159.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -165161.062500 Penalty: 2409.736084 Iteration 32Q: 3 clusters Score -165161.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -165161.281250 Penalty: 2409.736084 Iteration 33Q: 3 clusters Score -165161.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -165162.546875 Penalty: 2409.736084 Iteration 34Q: 3 clusters Score -165162.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -165163.125000 Penalty: 2409.736084 Iteration 35Q: 3 clusters Score -165163.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -165163.281250 Penalty: 2409.736084 Iteration 36Q: 3 clusters Score -165163.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -165164.468750 Penalty: 2409.736084 Iteration 37Q: 3 clusters Score -165164.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -165166.093750 Penalty: 2409.736084 Iteration 38Q: 3 clusters Score -165166.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -165166.093750 Penalty: 2409.736084 Iteration 39F: 3 clusters Score -165166.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Entering Unmasked Estep Score: -93137.625000 Penalty: 1137.257812 Iteration 0F: 2 clusters Score -93137.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -91659.164062 Penalty: 2274.515625 Iteration 0F: 3 clusters Score -91659.16 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -91949.414062 Penalty: 2274.515625 Iteration 1F: 3 clusters Score -91949.41 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -92041.539062 Penalty: 2274.515625 Iteration 2F: 3 clusters Score -92041.54 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -92095.093750 Penalty: 2274.515625 Iteration 3Q: 3 clusters Score -92095.09 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -92124.132812 Penalty: 2274.515625 Iteration 4Q: 3 clusters Score -92124.13 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -92150.578125 Penalty: 2274.515625 Iteration 5Q: 3 clusters Score -92150.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -92172.234375 Penalty: 2274.515625 Iteration 6Q: 3 clusters Score -92172.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -92195.726562 Penalty: 2274.515625 Iteration 7Q: 3 clusters Score -92195.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -92208.906250 Penalty: 2274.515625 Iteration 8Q: 3 clusters Score -92208.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -92219.429688 Penalty: 2274.515625 Iteration 9Q: 3 clusters Score -92219.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -92228.796875 Penalty: 2274.515625 Iteration 10Q: 3 clusters Score -92228.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -92235.460938 Penalty: 2274.515625 Iteration 11Q: 3 clusters Score -92235.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -92239.109375 Penalty: 2274.515625 Iteration 12Q: 3 clusters Score -92239.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -92243.484375 Penalty: 2274.515625 Iteration 13Q: 3 clusters Score -92243.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -92247.695312 Penalty: 2274.515625 Iteration 14Q: 3 clusters Score -92247.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -92248.679688 Penalty: 2274.515625 Iteration 15Q: 3 clusters Score -92248.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -92249.679688 Penalty: 2274.515625 Iteration 16Q: 3 clusters Score -92249.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -92250.078125 Penalty: 2274.515625 Iteration 17Q: 3 clusters Score -92250.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -92250.078125 Penalty: 2274.515625 Iteration 18F: 3 clusters Score -92250.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Entering Unmasked Estep Score: -159350.500000 Penalty: 1201.904419 Iteration 0F: 2 clusters Score -159350.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -157540.625000 Penalty: 2403.808838 Iteration 0F: 3 clusters Score -157540.6 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -158097.031250 Penalty: 2403.808838 Iteration 1F: 3 clusters Score -158097 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -158364.750000 Penalty: 2403.808838 Iteration 2F: 3 clusters Score -158364.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -158557.312500 Penalty: 2403.808838 Iteration 3F: 3 clusters Score -158557.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -158670.250000 Penalty: 2403.808838 Iteration 4F: 3 clusters Score -158670.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -158757.625000 Penalty: 2403.808838 Iteration 5Q: 3 clusters Score -158757.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -158851.671875 Penalty: 2403.808838 Iteration 6Q: 3 clusters Score -158851.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -158943.421875 Penalty: 2403.808838 Iteration 7Q: 3 clusters Score -158943.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -159008.671875 Penalty: 2403.808838 Iteration 8Q: 3 clusters Score -159008.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -159051.750000 Penalty: 2403.808838 Iteration 9Q: 3 clusters Score -159051.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -159076.796875 Penalty: 2403.808838 Iteration 10Q: 3 clusters Score -159076.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -159083.312500 Penalty: 2403.808838 Iteration 11Q: 3 clusters Score -159083.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -159094.187500 Penalty: 2403.808838 Iteration 12Q: 3 clusters Score -159094.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -159103.656250 Penalty: 2403.808838 Iteration 13Q: 3 clusters Score -159103.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -159107.703125 Penalty: 2403.808838 Iteration 14Q: 3 clusters Score -159107.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -159111.312500 Penalty: 2403.808838 Iteration 15Q: 3 clusters Score -159111.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -159113.796875 Penalty: 2403.808838 Iteration 16Q: 3 clusters Score -159113.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -159114.093750 Penalty: 2403.808838 Iteration 17Q: 3 clusters Score -159114.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -159115.031250 Penalty: 2403.808838 Iteration 18Q: 3 clusters Score -159115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -159115.640625 Penalty: 2403.808838 Iteration 19Q: 3 clusters Score -159115.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -159115.796875 Penalty: 2403.808838 Iteration 20F: 3 clusters Score -159115.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -159116.203125 Penalty: 2403.808838 Iteration 21Q: 3 clusters Score -159116.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -159116.203125 Penalty: 2403.808838 Iteration 22F: 3 clusters Score -159116.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Entering Unmasked Estep Score: -213369.156250 Penalty: 1249.671509 Iteration 0F: 2 clusters Score -213369.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -211141.265625 Penalty: 2499.343018 Iteration 0F: 3 clusters Score -211141.3 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -211629.625000 Penalty: 2499.343018 Iteration 1F: 3 clusters Score -211629.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -211752.875000 Penalty: 2499.343018 Iteration 2F: 3 clusters Score -211752.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -211854.359375 Penalty: 2499.343018 Iteration 3F: 3 clusters Score -211854.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -211947.015625 Penalty: 2499.343018 Iteration 4Q: 3 clusters Score -211947 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -212023.546875 Penalty: 2499.343018 Iteration 5Q: 3 clusters Score -212023.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -212090.671875 Penalty: 2499.343018 Iteration 6Q: 3 clusters Score -212090.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -212156.390625 Penalty: 2499.343018 Iteration 7Q: 3 clusters Score -212156.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -212204.859375 Penalty: 2499.343018 Iteration 8Q: 3 clusters Score -212204.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -212256.468750 Penalty: 2499.343018 Iteration 9Q: 3 clusters Score -212256.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -212286.015625 Penalty: 2499.343018 Iteration 10Q: 3 clusters Score -212286 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -212303.812500 Penalty: 2499.343018 Iteration 11Q: 3 clusters Score -212303.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -212319.859375 Penalty: 2499.343018 Iteration 12Q: 3 clusters Score -212319.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -212343.343750 Penalty: 2499.343018 Iteration 13Q: 3 clusters Score -212343.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -212362.796875 Penalty: 2499.343018 Iteration 14Q: 3 clusters Score -212362.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -212384.500000 Penalty: 2499.343018 Iteration 15Q: 3 clusters Score -212384.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -212403.843750 Penalty: 2499.343018 Iteration 16Q: 3 clusters Score -212403.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -212420.593750 Penalty: 2499.343018 Iteration 17Q: 3 clusters Score -212420.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -212430.453125 Penalty: 2499.343018 Iteration 18Q: 3 clusters Score -212430.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -212437.828125 Penalty: 2499.343018 Iteration 19Q: 3 clusters Score -212437.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -212442.546875 Penalty: 2499.343018 Iteration 20F: 3 clusters Score -212442.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -212445.921875 Penalty: 2499.343018 Iteration 21Q: 3 clusters Score -212445.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -212447.171875 Penalty: 2499.343018 Iteration 22Q: 3 clusters Score -212447.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -212447.687500 Penalty: 2499.343018 Iteration 23Q: 3 clusters Score -212447.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -212450.078125 Penalty: 2499.343018 Iteration 24Q: 3 clusters Score -212450.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -212450.531250 Penalty: 2499.343018 Iteration 25Q: 3 clusters Score -212450.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -212452.375000 Penalty: 2499.343018 Iteration 26Q: 3 clusters Score -212452.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -212453.046875 Penalty: 2499.343018 Iteration 27Q: 3 clusters Score -212453 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -212453.031250 Penalty: 2499.343018 Iteration 28Q: 3 clusters Score -212453 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -212453.031250 Penalty: 2499.343018 Iteration 29F: 3 clusters Score -212453 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Entering Unmasked Estep Score: -443064.312500 Penalty: 1365.143555 Iteration 0F: 2 clusters Score -443064.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -439432.250000 Penalty: 2730.287109 Iteration 0F: 3 clusters Score -439432.2 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -440394.562500 Penalty: 2730.287109 Iteration 1F: 3 clusters Score -440394.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -440570.843750 Penalty: 2730.287109 Iteration 2F: 3 clusters Score -440570.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -440692.562500 Penalty: 2730.287109 Iteration 3F: 3 clusters Score -440692.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -440763.937500 Penalty: 2730.287109 Iteration 4Q: 3 clusters Score -440763.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -440812.218750 Penalty: 2730.287109 Iteration 5Q: 3 clusters Score -440812.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -440859.437500 Penalty: 2730.287109 Iteration 6Q: 3 clusters Score -440859.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -440902.062500 Penalty: 2730.287109 Iteration 7Q: 3 clusters Score -440902.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -440947.562500 Penalty: 2730.287109 Iteration 8Q: 3 clusters Score -440947.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -440983.031250 Penalty: 2730.287109 Iteration 9Q: 3 clusters Score -440983 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -441004.968750 Penalty: 2730.287109 Iteration 10Q: 3 clusters Score -441005 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -441025.750000 Penalty: 2730.287109 Iteration 11Q: 3 clusters Score -441025.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -441045.625000 Penalty: 2730.287109 Iteration 12Q: 3 clusters Score -441045.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -441063.031250 Penalty: 2730.287109 Iteration 13Q: 3 clusters Score -441063 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -441083.468750 Penalty: 2730.287109 Iteration 14Q: 3 clusters Score -441083.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -441101.343750 Penalty: 2730.287109 Iteration 15Q: 3 clusters Score -441101.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -441119.031250 Penalty: 2730.287109 Iteration 16Q: 3 clusters Score -441119 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -441137.437500 Penalty: 2730.287109 Iteration 17Q: 3 clusters Score -441137.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -441156.281250 Penalty: 2730.287109 Iteration 18Q: 3 clusters Score -441156.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -441178.625000 Penalty: 2730.287109 Iteration 19Q: 3 clusters Score -441178.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -441206.500000 Penalty: 2730.287109 Iteration 20F: 3 clusters Score -441206.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -441230.656250 Penalty: 2730.287109 Iteration 21Q: 3 clusters Score -441230.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -441257.531250 Penalty: 2730.287109 Iteration 22Q: 3 clusters Score -441257.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -441291.812500 Penalty: 2730.287109 Iteration 23Q: 3 clusters Score -441291.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -441325.125000 Penalty: 2730.287109 Iteration 24Q: 3 clusters Score -441325.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -441359.937500 Penalty: 2730.287109 Iteration 25Q: 3 clusters Score -441359.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -441402.000000 Penalty: 2730.287109 Iteration 26Q: 3 clusters Score -441402 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -441446.218750 Penalty: 2730.287109 Iteration 27Q: 3 clusters Score -441446.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -441499.562500 Penalty: 2730.287109 Iteration 28Q: 3 clusters Score -441499.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -441569.625000 Penalty: 2730.287109 Iteration 29Q: 3 clusters Score -441569.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -441655.375000 Penalty: 2730.287109 Iteration 30Q: 3 clusters Score -441655.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -441745.250000 Penalty: 2730.287109 Iteration 31Q: 3 clusters Score -441745.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -441811.281250 Penalty: 2730.287109 Iteration 32Q: 3 clusters Score -441811.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -441860.906250 Penalty: 2730.287109 Iteration 33Q: 3 clusters Score -441860.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -441896.718750 Penalty: 2730.287109 Iteration 34Q: 3 clusters Score -441896.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -441922.281250 Penalty: 2730.287109 Iteration 35Q: 3 clusters Score -441922.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -441945.750000 Penalty: 2730.287109 Iteration 36Q: 3 clusters Score -441945.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -441960.406250 Penalty: 2730.287109 Iteration 37Q: 3 clusters Score -441960.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -441973.312500 Penalty: 2730.287109 Iteration 38Q: 3 clusters Score -441973.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -441980.500000 Penalty: 2730.287109 Iteration 39Q: 3 clusters Score -441980.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -441986.468750 Penalty: 2730.287109 Iteration 40F: 3 clusters Score -441986.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -441988.531250 Penalty: 2730.287109 Iteration 41Q: 3 clusters Score -441988.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -441992.093750 Penalty: 2730.287109 Iteration 42Q: 3 clusters Score -441992.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -441993.343750 Penalty: 2730.287109 Iteration 43Q: 3 clusters Score -441993.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -441995.281250 Penalty: 2730.287109 Iteration 44Q: 3 clusters Score -441995.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -441998.843750 Penalty: 2730.287109 Iteration 45Q: 3 clusters Score -441998.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -442000.687500 Penalty: 2730.287109 Iteration 46Q: 3 clusters Score -442000.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -442003.062500 Penalty: 2730.287109 Iteration 47Q: 3 clusters Score -442003.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -442004.812500 Penalty: 2730.287109 Iteration 48Q: 3 clusters Score -442004.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -442004.750000 Penalty: 2730.287109 Iteration 49Q: 3 clusters Score -442004.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -442005.718750 Penalty: 2730.287109 Iteration 50Q: 3 clusters Score -442005.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -442005.718750 Penalty: 2730.287109 Iteration 51F: 3 clusters Score -442005.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Entering Unmasked Estep Score: -1333757.125000 Penalty: 1550.880371 Iteration 0F: 2 clusters Score -1333757 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -1324110.250000 Penalty: 3101.760742 Iteration 0F: 3 clusters Score -1324110 nChanged 6077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -1327451.500000 Penalty: 3101.760742 Iteration 1F: 3 clusters Score -1327452 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -1327855.750000 Penalty: 3101.760742 Iteration 2F: 3 clusters Score -1327856 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -1328209.125000 Penalty: 3101.760742 Iteration 3F: 3 clusters Score -1328209 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -1328530.875000 Penalty: 3101.760742 Iteration 4F: 3 clusters Score -1328531 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1328851.250000 Penalty: 3101.760742 Iteration 5Q: 3 clusters Score -1328851 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1329199.500000 Penalty: 3101.760742 Iteration 6Q: 3 clusters Score -1329200 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8810 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1329560.125000 Penalty: 3101.760742 Iteration 7Q: 3 clusters Score -1329560 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1329941.375000 Penalty: 3101.760742 Iteration 8Q: 3 clusters Score -1329941 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -1330373.125000 Penalty: 3101.760742 Iteration 9Q: 3 clusters Score -1330373 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1330868.375000 Penalty: 3101.760742 Iteration 10Q: 3 clusters Score -1330868 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10593 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1331267.375000 Penalty: 3101.760742 Iteration 11Q: 3 clusters Score -1331267 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10949 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1331554.750000 Penalty: 3101.760742 Iteration 12Q: 3 clusters Score -1331555 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -1331768.875000 Penalty: 3101.760742 Iteration 13Q: 3 clusters Score -1331769 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11516 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1331921.250000 Penalty: 3101.760742 Iteration 14Q: 3 clusters Score -1331921 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -1332021.250000 Penalty: 3101.760742 Iteration 15Q: 3 clusters Score -1332021 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -1332092.625000 Penalty: 3101.760742 Iteration 16Q: 3 clusters Score -1332093 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12002 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -1332149.250000 Penalty: 3101.760742 Iteration 17Q: 3 clusters Score -1332149 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12131 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1332213.125000 Penalty: 3101.760742 Iteration 18Q: 3 clusters Score -1332213 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -1332272.125000 Penalty: 3101.760742 Iteration 19Q: 3 clusters Score -1332272 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12361 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -1332333.000000 Penalty: 3101.760742 Iteration 20F: 3 clusters Score -1332333 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12439 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1332360.250000 Penalty: 3101.760742 Iteration 21Q: 3 clusters Score -1332360 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -1332385.375000 Penalty: 3101.760742 Iteration 22Q: 3 clusters Score -1332385 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12546 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1332398.000000 Penalty: 3101.760742 Iteration 23Q: 3 clusters Score -1332398 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1332409.750000 Penalty: 3101.760742 Iteration 24Q: 3 clusters Score -1332410 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12619 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1332424.125000 Penalty: 3101.760742 Iteration 25Q: 3 clusters Score -1332424 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1332430.625000 Penalty: 3101.760742 Iteration 26Q: 3 clusters Score -1332431 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12677 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1332437.500000 Penalty: 3101.760742 Iteration 27Q: 3 clusters Score -1332438 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12700 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1332447.500000 Penalty: 3101.760742 Iteration 28Q: 3 clusters Score -1332448 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12721 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1332454.250000 Penalty: 3101.760742 Iteration 29Q: 3 clusters Score -1332454 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1332459.750000 Penalty: 3101.760742 Iteration 30Q: 3 clusters Score -1332460 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12758 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1332466.125000 Penalty: 3101.760742 Iteration 31Q: 3 clusters Score -1332466 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1332473.250000 Penalty: 3101.760742 Iteration 32Q: 3 clusters Score -1332473 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12800 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1332480.000000 Penalty: 3101.760742 Iteration 33Q: 3 clusters Score -1332480 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12815 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1332483.500000 Penalty: 3101.760742 Iteration 34Q: 3 clusters Score -1332484 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12823 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1332485.625000 Penalty: 3101.760742 Iteration 35Q: 3 clusters Score -1332486 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12832 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1332485.875000 Penalty: 3101.760742 Iteration 36Q: 3 clusters Score -1332486 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1332484.000000 Penalty: 3101.760742 Iteration 37Q: 3 clusters Score -1332484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12840 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1332489.000000 Penalty: 3101.760742 Iteration 38Q: 3 clusters Score -1332489 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12844 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1332489.500000 Penalty: 3101.760742 Iteration 39Q: 3 clusters Score -1332490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12850 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1332491.875000 Penalty: 3101.760742 Iteration 40F: 3 clusters Score -1332492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12854 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1332493.125000 Penalty: 3101.760742 Iteration 41Q: 3 clusters Score -1332493 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12858 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1332495.625000 Penalty: 3101.760742 Iteration 42Q: 3 clusters Score -1332496 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1332497.750000 Penalty: 3101.760742 Iteration 43Q: 3 clusters Score -1332498 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1332499.250000 Penalty: 3101.760742 Iteration 44Q: 3 clusters Score -1332499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12864 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1332498.375000 Penalty: 3101.760742 Iteration 45Q: 3 clusters Score -1332498 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12865 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1332499.125000 Penalty: 3101.760742 Iteration 46Q: 3 clusters Score -1332499 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12865 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1332499.125000 Penalty: 3101.760742 Iteration 47F: 3 clusters Score -1332499 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Entering Unmasked Estep Score: -80377.164062 Penalty: 1109.665649 Iteration 0F: 2 clusters Score -80377.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -79015.453125 Penalty: 2219.331299 Iteration 0F: 3 clusters Score -79015.45 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -79259.578125 Penalty: 2219.331299 Iteration 1F: 3 clusters Score -79259.58 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -79358.382812 Penalty: 2219.331299 Iteration 2F: 3 clusters Score -79358.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -79395.757812 Penalty: 2219.331299 Iteration 3Q: 3 clusters Score -79395.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -79414.906250 Penalty: 2219.331299 Iteration 4Q: 3 clusters Score -79414.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -79421.726562 Penalty: 2219.331299 Iteration 5Q: 3 clusters Score -79421.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -79433.695312 Penalty: 2219.331299 Iteration 6Q: 3 clusters Score -79433.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -79439.796875 Penalty: 2219.331299 Iteration 7Q: 3 clusters Score -79439.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -79442.093750 Penalty: 2219.331299 Iteration 8Q: 3 clusters Score -79442.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -79443.671875 Penalty: 2219.331299 Iteration 9Q: 3 clusters Score -79443.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79445.304688 Penalty: 2219.331299 Iteration 10Q: 3 clusters Score -79445.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -79445.304688 Penalty: 2219.331299 Iteration 11F: 3 clusters Score -79445.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Entering Unmasked Estep Score: -142037.093750 Penalty: 1186.546143 Iteration 0F: 2 clusters Score -142037.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -140285.890625 Penalty: 2373.092285 Iteration 0F: 3 clusters Score -140285.9 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -140656.625000 Penalty: 2373.092285 Iteration 1F: 3 clusters Score -140656.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -140762.046875 Penalty: 2373.092285 Iteration 2F: 3 clusters Score -140762 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -140830.656250 Penalty: 2373.092285 Iteration 3Q: 3 clusters Score -140830.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -140877.500000 Penalty: 2373.092285 Iteration 4Q: 3 clusters Score -140877.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -140936.281250 Penalty: 2373.092285 Iteration 5Q: 3 clusters Score -140936.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -140989.734375 Penalty: 2373.092285 Iteration 6Q: 3 clusters Score -140989.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -141045.359375 Penalty: 2373.092285 Iteration 7Q: 3 clusters Score -141045.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -141097.250000 Penalty: 2373.092285 Iteration 8Q: 3 clusters Score -141097.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -141138.812500 Penalty: 2373.092285 Iteration 9Q: 3 clusters Score -141138.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -141200.156250 Penalty: 2373.092285 Iteration 10Q: 3 clusters Score -141200.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -141280.671875 Penalty: 2373.092285 Iteration 11Q: 3 clusters Score -141280.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -141355.953125 Penalty: 2373.092285 Iteration 12Q: 3 clusters Score -141356 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -141485.390625 Penalty: 2373.092285 Iteration 13Q: 3 clusters Score -141485.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -141602.468750 Penalty: 2373.092285 Iteration 14Q: 3 clusters Score -141602.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -141753.093750 Penalty: 2373.092285 Iteration 15Q: 3 clusters Score -141753.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -141909.515625 Penalty: 2373.092285 Iteration 16Q: 3 clusters Score -141909.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -142124.484375 Penalty: 2373.092285 Iteration 17Q: 3 clusters Score -142124.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -142382.703125 Penalty: 2373.092285 Iteration 18Q: 3 clusters Score -142382.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -142567.375000 Penalty: 2373.092285 Iteration 19Q: 3 clusters Score -142567.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -142678.109375 Penalty: 2373.092285 Iteration 20F: 3 clusters Score -142678.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -142760.968750 Penalty: 2373.092285 Iteration 21Q: 3 clusters Score -142761 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -142793.546875 Penalty: 2373.092285 Iteration 22Q: 3 clusters Score -142793.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -142798.968750 Penalty: 2373.092285 Iteration 23Q: 3 clusters Score -142799 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -142798.968750 Penalty: 2373.092285 Iteration 24F: 3 clusters Score -142799 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 264 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Mstep: Class 34 contains 1219 members Entering Unmasked Estep Score: -8178627.500000 Penalty: 62884.710938 Splitting cluster 12 changes total score from -8178525.000000 to -8178627.500000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 13 (1028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Entering Unmasked Estep Score: -101233.234375 Penalty: 1126.997681 Iteration 0F: 2 clusters Score -101233.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -99847.718750 Penalty: 2253.995361 Iteration 0F: 3 clusters Score -99847.72 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -100308.421875 Penalty: 2253.995361 Iteration 1F: 3 clusters Score -100308.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -100665.375000 Penalty: 2253.995361 Iteration 2F: 3 clusters Score -100665.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -100994.554688 Penalty: 2253.995361 Iteration 3F: 3 clusters Score -100994.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -101221.960938 Penalty: 2253.995361 Iteration 4F: 3 clusters Score -101222 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -101320.656250 Penalty: 2253.995361 Iteration 5Q: 3 clusters Score -101320.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -101379.328125 Penalty: 2253.995361 Iteration 6Q: 3 clusters Score -101379.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -101414.343750 Penalty: 2253.995361 Iteration 7Q: 3 clusters Score -101414.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -101428.375000 Penalty: 2253.995361 Iteration 8Q: 3 clusters Score -101428.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -101436.296875 Penalty: 2253.995361 Iteration 9Q: 3 clusters Score -101436.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -101438.023438 Penalty: 2253.995361 Iteration 10Q: 3 clusters Score -101438 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -101438.023438 Penalty: 2253.995361 Iteration 11F: 3 clusters Score -101438 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 264 members Mstep: Class 13 contains 433 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Mstep: Class 34 contains 1219 members Mstep: Class 35 contains 595 members Entering Unmasked Estep Score: -8178115.000000 Penalty: 64734.261719 Splitting cluster 13 changes total score from -8178525.000000 to -8178115.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (8784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Entering Unmasked Estep Score: -868912.312500 Penalty: 1475.611694 Iteration 0F: 2 clusters Score -868912.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -862528.125000 Penalty: 2951.223389 Iteration 0F: 3 clusters Score -862528.1 nChanged 3723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -864490.750000 Penalty: 2951.223389 Iteration 1F: 3 clusters Score -864490.8 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -864723.187500 Penalty: 2951.223389 Iteration 2F: 3 clusters Score -864723.2 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -864927.937500 Penalty: 2951.223389 Iteration 3F: 3 clusters Score -864927.9 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -865103.500000 Penalty: 2951.223389 Iteration 4Q: 3 clusters Score -865103.5 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -865282.000000 Penalty: 2951.223389 Iteration 5Q: 3 clusters Score -865282 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -865478.437500 Penalty: 2951.223389 Iteration 6Q: 3 clusters Score -865478.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -865690.875000 Penalty: 2951.223389 Iteration 7Q: 3 clusters Score -865690.9 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -865912.625000 Penalty: 2951.223389 Iteration 8Q: 3 clusters Score -865912.6 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -866124.562500 Penalty: 2951.223389 Iteration 9Q: 3 clusters Score -866124.6 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -866328.312500 Penalty: 2951.223389 Iteration 10Q: 3 clusters Score -866328.3 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -866515.125000 Penalty: 2951.223389 Iteration 11Q: 3 clusters Score -866515.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -866680.000000 Penalty: 2951.223389 Iteration 12Q: 3 clusters Score -866680 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -866812.625000 Penalty: 2951.223389 Iteration 13Q: 3 clusters Score -866812.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -866911.250000 Penalty: 2951.223389 Iteration 14Q: 3 clusters Score -866911.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -867000.812500 Penalty: 2951.223389 Iteration 15Q: 3 clusters Score -867000.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -867096.250000 Penalty: 2951.223389 Iteration 16Q: 3 clusters Score -867096.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -867191.750000 Penalty: 2951.223389 Iteration 17Q: 3 clusters Score -867191.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -867292.437500 Penalty: 2951.223389 Iteration 18Q: 3 clusters Score -867292.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -867366.625000 Penalty: 2951.223389 Iteration 19Q: 3 clusters Score -867366.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -867426.187500 Penalty: 2951.223389 Iteration 20F: 3 clusters Score -867426.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -867488.312500 Penalty: 2951.223389 Iteration 21Q: 3 clusters Score -867488.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -867534.250000 Penalty: 2951.223389 Iteration 22Q: 3 clusters Score -867534.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -867565.750000 Penalty: 2951.223389 Iteration 23Q: 3 clusters Score -867565.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -867588.000000 Penalty: 2951.223389 Iteration 24Q: 3 clusters Score -867588 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -867608.687500 Penalty: 2951.223389 Iteration 25Q: 3 clusters Score -867608.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -867633.125000 Penalty: 2951.223389 Iteration 26Q: 3 clusters Score -867633.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -867654.312500 Penalty: 2951.223389 Iteration 27Q: 3 clusters Score -867654.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -867668.750000 Penalty: 2951.223389 Iteration 28Q: 3 clusters Score -867668.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -867676.937500 Penalty: 2951.223389 Iteration 29Q: 3 clusters Score -867676.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -867688.187500 Penalty: 2951.223389 Iteration 30Q: 3 clusters Score -867688.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -867702.687500 Penalty: 2951.223389 Iteration 31Q: 3 clusters Score -867702.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -867714.750000 Penalty: 2951.223389 Iteration 32Q: 3 clusters Score -867714.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -867720.625000 Penalty: 2951.223389 Iteration 33Q: 3 clusters Score -867720.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -867723.812500 Penalty: 2951.223389 Iteration 34Q: 3 clusters Score -867723.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -867728.375000 Penalty: 2951.223389 Iteration 35Q: 3 clusters Score -867728.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -867732.187500 Penalty: 2951.223389 Iteration 36Q: 3 clusters Score -867732.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -867736.875000 Penalty: 2951.223389 Iteration 37Q: 3 clusters Score -867736.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -867739.062500 Penalty: 2951.223389 Iteration 38Q: 3 clusters Score -867739.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -867740.375000 Penalty: 2951.223389 Iteration 39Q: 3 clusters Score -867740.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -867741.312500 Penalty: 2951.223389 Iteration 40F: 3 clusters Score -867741.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -867743.062500 Penalty: 2951.223389 Iteration 41Q: 3 clusters Score -867743.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -867746.500000 Penalty: 2951.223389 Iteration 42Q: 3 clusters Score -867746.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -867747.437500 Penalty: 2951.223389 Iteration 43Q: 3 clusters Score -867747.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -867747.687500 Penalty: 2951.223389 Iteration 44Q: 3 clusters Score -867747.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -867750.625000 Penalty: 2951.223389 Iteration 45Q: 3 clusters Score -867750.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -867749.375000 Penalty: 2951.223389 Iteration 46Q: 3 clusters Score -867749.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -867748.125000 Penalty: 2951.223389 Iteration 47Q: 3 clusters Score -867748.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -867749.125000 Penalty: 2951.223389 Iteration 48Q: 3 clusters Score -867749.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -867749.625000 Penalty: 2951.223389 Iteration 49Q: 3 clusters Score -867749.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -867750.500000 Penalty: 2951.223389 Iteration 50Q: 3 clusters Score -867750.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -867751.937500 Penalty: 2951.223389 Iteration 51Q: 3 clusters Score -867751.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -867751.125000 Penalty: 2951.223389 Iteration 52Q: 3 clusters Score -867751.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -867751.750000 Penalty: 2951.223389 Iteration 53Q: 3 clusters Score -867751.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -867753.062500 Penalty: 2951.223389 Iteration 54Q: 3 clusters Score -867753.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -867752.750000 Penalty: 2951.223389 Iteration 55Q: 3 clusters Score -867752.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -867752.750000 Penalty: 2951.223389 Iteration 56F: 3 clusters Score -867752.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Entering Unmasked Estep Score: -219164.328125 Penalty: 1252.908325 Iteration 0F: 2 clusters Score -219164.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -217018.921875 Penalty: 2505.816650 Iteration 0F: 3 clusters Score -217018.9 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -217564.171875 Penalty: 2505.816650 Iteration 1F: 3 clusters Score -217564.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -217819.953125 Penalty: 2505.816650 Iteration 2F: 3 clusters Score -217820 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -218022.437500 Penalty: 2505.816650 Iteration 3F: 3 clusters Score -218022.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -218146.234375 Penalty: 2505.816650 Iteration 4F: 3 clusters Score -218146.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -218230.671875 Penalty: 2505.816650 Iteration 5Q: 3 clusters Score -218230.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -218316.421875 Penalty: 2505.816650 Iteration 6Q: 3 clusters Score -218316.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -218403.875000 Penalty: 2505.816650 Iteration 7Q: 3 clusters Score -218403.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -218493.343750 Penalty: 2505.816650 Iteration 8Q: 3 clusters Score -218493.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -218547.703125 Penalty: 2505.816650 Iteration 9Q: 3 clusters Score -218547.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -218635.421875 Penalty: 2505.816650 Iteration 10Q: 3 clusters Score -218635.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -218749.890625 Penalty: 2505.816650 Iteration 11Q: 3 clusters Score -218749.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -218846.890625 Penalty: 2505.816650 Iteration 12Q: 3 clusters Score -218846.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -218910.156250 Penalty: 2505.816650 Iteration 13Q: 3 clusters Score -218910.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -218933.578125 Penalty: 2505.816650 Iteration 14Q: 3 clusters Score -218933.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -218946.500000 Penalty: 2505.816650 Iteration 15Q: 3 clusters Score -218946.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -218953.546875 Penalty: 2505.816650 Iteration 16Q: 3 clusters Score -218953.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -218953.921875 Penalty: 2505.816650 Iteration 17Q: 3 clusters Score -218953.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -218953.921875 Penalty: 2505.816650 Iteration 18F: 3 clusters Score -218953.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Entering Unmasked Estep Score: -701616.375000 Penalty: 1442.936890 Iteration 0F: 2 clusters Score -701616.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -696253.875000 Penalty: 2885.873779 Iteration 0F: 3 clusters Score -696253.9 nChanged 2966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -697870.062500 Penalty: 2885.873779 Iteration 1F: 3 clusters Score -697870.1 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -698079.750000 Penalty: 2885.873779 Iteration 2F: 3 clusters Score -698079.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -698251.375000 Penalty: 2885.873779 Iteration 3Q: 3 clusters Score -698251.4 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -698412.187500 Penalty: 2885.873779 Iteration 4Q: 3 clusters Score -698412.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -698579.562500 Penalty: 2885.873779 Iteration 5Q: 3 clusters Score -698579.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -698748.000000 Penalty: 2885.873779 Iteration 6Q: 3 clusters Score -698748 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -698886.000000 Penalty: 2885.873779 Iteration 7Q: 3 clusters Score -698886 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -699022.000000 Penalty: 2885.873779 Iteration 8Q: 3 clusters Score -699022 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -699161.250000 Penalty: 2885.873779 Iteration 9Q: 3 clusters Score -699161.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -699309.375000 Penalty: 2885.873779 Iteration 10Q: 3 clusters Score -699309.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -699462.062500 Penalty: 2885.873779 Iteration 11Q: 3 clusters Score -699462.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -699598.250000 Penalty: 2885.873779 Iteration 12Q: 3 clusters Score -699598.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -699703.875000 Penalty: 2885.873779 Iteration 13Q: 3 clusters Score -699703.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -699787.000000 Penalty: 2885.873779 Iteration 14Q: 3 clusters Score -699787 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -699869.437500 Penalty: 2885.873779 Iteration 15Q: 3 clusters Score -699869.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -699935.812500 Penalty: 2885.873779 Iteration 16Q: 3 clusters Score -699935.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -699998.562500 Penalty: 2885.873779 Iteration 17Q: 3 clusters Score -699998.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -700045.875000 Penalty: 2885.873779 Iteration 18Q: 3 clusters Score -700045.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -700089.500000 Penalty: 2885.873779 Iteration 19Q: 3 clusters Score -700089.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -700120.750000 Penalty: 2885.873779 Iteration 20F: 3 clusters Score -700120.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -700146.625000 Penalty: 2885.873779 Iteration 21Q: 3 clusters Score -700146.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -700166.562500 Penalty: 2885.873779 Iteration 22Q: 3 clusters Score -700166.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -700183.500000 Penalty: 2885.873779 Iteration 23Q: 3 clusters Score -700183.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -700200.875000 Penalty: 2885.873779 Iteration 24Q: 3 clusters Score -700200.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -700218.375000 Penalty: 2885.873779 Iteration 25Q: 3 clusters Score -700218.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -700235.000000 Penalty: 2885.873779 Iteration 26Q: 3 clusters Score -700235 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -700253.437500 Penalty: 2885.873779 Iteration 27Q: 3 clusters Score -700253.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -700271.625000 Penalty: 2885.873779 Iteration 28Q: 3 clusters Score -700271.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -700289.187500 Penalty: 2885.873779 Iteration 29Q: 3 clusters Score -700289.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -700314.937500 Penalty: 2885.873779 Iteration 30Q: 3 clusters Score -700314.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -700338.000000 Penalty: 2885.873779 Iteration 31Q: 3 clusters Score -700338 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -700364.187500 Penalty: 2885.873779 Iteration 32Q: 3 clusters Score -700364.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -700394.250000 Penalty: 2885.873779 Iteration 33Q: 3 clusters Score -700394.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -700432.750000 Penalty: 2885.873779 Iteration 34Q: 3 clusters Score -700432.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -700455.500000 Penalty: 2885.873779 Iteration 35Q: 3 clusters Score -700455.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -700473.250000 Penalty: 2885.873779 Iteration 36Q: 3 clusters Score -700473.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -700487.875000 Penalty: 2885.873779 Iteration 37Q: 3 clusters Score -700487.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -700500.000000 Penalty: 2885.873779 Iteration 38Q: 3 clusters Score -700500 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -700517.312500 Penalty: 2885.873779 Iteration 39Q: 3 clusters Score -700517.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -700532.437500 Penalty: 2885.873779 Iteration 40F: 3 clusters Score -700532.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -700547.812500 Penalty: 2885.873779 Iteration 41Q: 3 clusters Score -700547.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -700561.125000 Penalty: 2885.873779 Iteration 42Q: 3 clusters Score -700561.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -700575.000000 Penalty: 2885.873779 Iteration 43Q: 3 clusters Score -700575 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -700587.250000 Penalty: 2885.873779 Iteration 44Q: 3 clusters Score -700587.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -700595.437500 Penalty: 2885.873779 Iteration 45Q: 3 clusters Score -700595.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -700606.937500 Penalty: 2885.873779 Iteration 46Q: 3 clusters Score -700606.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -700620.187500 Penalty: 2885.873779 Iteration 47Q: 3 clusters Score -700620.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -700631.500000 Penalty: 2885.873779 Iteration 48Q: 3 clusters Score -700631.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -700638.000000 Penalty: 2885.873779 Iteration 49Q: 3 clusters Score -700638 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -700641.437500 Penalty: 2885.873779 Iteration 50Q: 3 clusters Score -700641.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -700646.500000 Penalty: 2885.873779 Iteration 51Q: 3 clusters Score -700646.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -700654.250000 Penalty: 2885.873779 Iteration 52Q: 3 clusters Score -700654.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -700655.812500 Penalty: 2885.873779 Iteration 53Q: 3 clusters Score -700655.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -700656.875000 Penalty: 2885.873779 Iteration 54Q: 3 clusters Score -700656.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -700659.687500 Penalty: 2885.873779 Iteration 55Q: 3 clusters Score -700659.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -700664.875000 Penalty: 2885.873779 Iteration 56Q: 3 clusters Score -700664.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -700667.000000 Penalty: 2885.873779 Iteration 57Q: 3 clusters Score -700667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -700667.000000 Penalty: 2885.873779 Iteration 58Q: 3 clusters Score -700667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -700668.937500 Penalty: 2885.873779 Iteration 59Q: 3 clusters Score -700668.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -700670.187500 Penalty: 2885.873779 Iteration 60F: 3 clusters Score -700670.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -700673.062500 Penalty: 2885.873779 Iteration 61Q: 3 clusters Score -700673.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -700674.375000 Penalty: 2885.873779 Iteration 62Q: 3 clusters Score -700674.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -700678.312500 Penalty: 2885.873779 Iteration 63Q: 3 clusters Score -700678.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -700679.562500 Penalty: 2885.873779 Iteration 64Q: 3 clusters Score -700679.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -700679.937500 Penalty: 2885.873779 Iteration 65Q: 3 clusters Score -700679.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -700680.187500 Penalty: 2885.873779 Iteration 66Q: 3 clusters Score -700680.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -700681.125000 Penalty: 2885.873779 Iteration 67Q: 3 clusters Score -700681.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -700681.125000 Penalty: 2885.873779 Iteration 68F: 3 clusters Score -700681.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Entering Unmasked Estep Score: -831553.187500 Penalty: 1469.004272 Iteration 0F: 2 clusters Score -831553.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -825396.812500 Penalty: 2938.008545 Iteration 0F: 3 clusters Score -825396.8 nChanged 3639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -827389.625000 Penalty: 2938.008545 Iteration 1F: 3 clusters Score -827389.6 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -827760.437500 Penalty: 2938.008545 Iteration 2F: 3 clusters Score -827760.4 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -828145.125000 Penalty: 2938.008545 Iteration 3F: 3 clusters Score -828145.1 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -828536.250000 Penalty: 2938.008545 Iteration 4F: 3 clusters Score -828536.2 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -828861.750000 Penalty: 2938.008545 Iteration 5F: 3 clusters Score -828861.8 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -829119.000000 Penalty: 2938.008545 Iteration 6F: 3 clusters Score -829119 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -829325.312500 Penalty: 2938.008545 Iteration 7Q: 3 clusters Score -829325.3 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -829463.562500 Penalty: 2938.008545 Iteration 8Q: 3 clusters Score -829463.6 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -829565.875000 Penalty: 2938.008545 Iteration 9Q: 3 clusters Score -829565.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -829644.812500 Penalty: 2938.008545 Iteration 10Q: 3 clusters Score -829644.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -829709.812500 Penalty: 2938.008545 Iteration 11Q: 3 clusters Score -829709.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -829753.625000 Penalty: 2938.008545 Iteration 12Q: 3 clusters Score -829753.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -829790.312500 Penalty: 2938.008545 Iteration 13Q: 3 clusters Score -829790.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -829822.375000 Penalty: 2938.008545 Iteration 14Q: 3 clusters Score -829822.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -829843.875000 Penalty: 2938.008545 Iteration 15Q: 3 clusters Score -829843.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -829869.187500 Penalty: 2938.008545 Iteration 16Q: 3 clusters Score -829869.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -829893.125000 Penalty: 2938.008545 Iteration 17Q: 3 clusters Score -829893.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -829910.125000 Penalty: 2938.008545 Iteration 18Q: 3 clusters Score -829910.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -829931.437500 Penalty: 2938.008545 Iteration 19Q: 3 clusters Score -829931.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -829951.812500 Penalty: 2938.008545 Iteration 20F: 3 clusters Score -829951.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -829970.062500 Penalty: 2938.008545 Iteration 21Q: 3 clusters Score -829970.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -829995.875000 Penalty: 2938.008545 Iteration 22Q: 3 clusters Score -829995.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -830014.812500 Penalty: 2938.008545 Iteration 23Q: 3 clusters Score -830014.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -830040.437500 Penalty: 2938.008545 Iteration 24Q: 3 clusters Score -830040.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -830070.437500 Penalty: 2938.008545 Iteration 25Q: 3 clusters Score -830070.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -830107.687500 Penalty: 2938.008545 Iteration 26Q: 3 clusters Score -830107.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -830149.000000 Penalty: 2938.008545 Iteration 27Q: 3 clusters Score -830149 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -830178.250000 Penalty: 2938.008545 Iteration 28Q: 3 clusters Score -830178.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -830203.312500 Penalty: 2938.008545 Iteration 29Q: 3 clusters Score -830203.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -830223.562500 Penalty: 2938.008545 Iteration 30Q: 3 clusters Score -830223.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -830232.437500 Penalty: 2938.008545 Iteration 31Q: 3 clusters Score -830232.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -830243.812500 Penalty: 2938.008545 Iteration 32Q: 3 clusters Score -830243.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -830255.562500 Penalty: 2938.008545 Iteration 33Q: 3 clusters Score -830255.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -830267.000000 Penalty: 2938.008545 Iteration 34Q: 3 clusters Score -830267 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -830282.312500 Penalty: 2938.008545 Iteration 35Q: 3 clusters Score -830282.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -830293.500000 Penalty: 2938.008545 Iteration 36Q: 3 clusters Score -830293.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -830309.375000 Penalty: 2938.008545 Iteration 37Q: 3 clusters Score -830309.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -830327.312500 Penalty: 2938.008545 Iteration 38Q: 3 clusters Score -830327.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -830339.937500 Penalty: 2938.008545 Iteration 39Q: 3 clusters Score -830339.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -830355.000000 Penalty: 2938.008545 Iteration 40F: 3 clusters Score -830355 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -830374.375000 Penalty: 2938.008545 Iteration 41Q: 3 clusters Score -830374.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -830385.000000 Penalty: 2938.008545 Iteration 42Q: 3 clusters Score -830385 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -830393.875000 Penalty: 2938.008545 Iteration 43Q: 3 clusters Score -830393.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -830398.750000 Penalty: 2938.008545 Iteration 44Q: 3 clusters Score -830398.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -830402.875000 Penalty: 2938.008545 Iteration 45Q: 3 clusters Score -830402.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -830404.312500 Penalty: 2938.008545 Iteration 46Q: 3 clusters Score -830404.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -830408.000000 Penalty: 2938.008545 Iteration 47Q: 3 clusters Score -830408 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -830410.937500 Penalty: 2938.008545 Iteration 48Q: 3 clusters Score -830410.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -830414.937500 Penalty: 2938.008545 Iteration 49Q: 3 clusters Score -830414.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -830421.812500 Penalty: 2938.008545 Iteration 50Q: 3 clusters Score -830421.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -830424.750000 Penalty: 2938.008545 Iteration 51Q: 3 clusters Score -830424.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -830425.125000 Penalty: 2938.008545 Iteration 52Q: 3 clusters Score -830425.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -830429.062500 Penalty: 2938.008545 Iteration 53Q: 3 clusters Score -830429.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -830433.062500 Penalty: 2938.008545 Iteration 54Q: 3 clusters Score -830433.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -830434.187500 Penalty: 2938.008545 Iteration 55Q: 3 clusters Score -830434.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -830434.875000 Penalty: 2938.008545 Iteration 56Q: 3 clusters Score -830434.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -830437.312500 Penalty: 2938.008545 Iteration 57Q: 3 clusters Score -830437.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -830439.875000 Penalty: 2938.008545 Iteration 58Q: 3 clusters Score -830439.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -830442.187500 Penalty: 2938.008545 Iteration 59Q: 3 clusters Score -830442.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -830443.500000 Penalty: 2938.008545 Iteration 60F: 3 clusters Score -830443.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -830446.625000 Penalty: 2938.008545 Iteration 61Q: 3 clusters Score -830446.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -830446.500000 Penalty: 2938.008545 Iteration 62Q: 3 clusters Score -830446.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -830449.000000 Penalty: 2938.008545 Iteration 63Q: 3 clusters Score -830449 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -830451.000000 Penalty: 2938.008545 Iteration 64Q: 3 clusters Score -830451 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -830451.812500 Penalty: 2938.008545 Iteration 65Q: 3 clusters Score -830451.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -830452.937500 Penalty: 2938.008545 Iteration 66Q: 3 clusters Score -830452.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -830454.250000 Penalty: 2938.008545 Iteration 67Q: 3 clusters Score -830454.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -830455.687500 Penalty: 2938.008545 Iteration 68Q: 3 clusters Score -830455.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -830459.312500 Penalty: 2938.008545 Iteration 69Q: 3 clusters Score -830459.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -830461.062500 Penalty: 2938.008545 Iteration 70Q: 3 clusters Score -830461.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -830463.250000 Penalty: 2938.008545 Iteration 71Q: 3 clusters Score -830463.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -830461.937500 Penalty: 2938.008545 Iteration 72Q: 3 clusters Score -830461.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -830464.312500 Penalty: 2938.008545 Iteration 73Q: 3 clusters Score -830464.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -830467.500000 Penalty: 2938.008545 Iteration 74Q: 3 clusters Score -830467.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -830470.875000 Penalty: 2938.008545 Iteration 75Q: 3 clusters Score -830470.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -830472.187500 Penalty: 2938.008545 Iteration 76Q: 3 clusters Score -830472.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -830470.812500 Penalty: 2938.008545 Iteration 77Q: 3 clusters Score -830470.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -830475.375000 Penalty: 2938.008545 Iteration 78Q: 3 clusters Score -830475.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -830477.062500 Penalty: 2938.008545 Iteration 79Q: 3 clusters Score -830477.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -830477.000000 Penalty: 2938.008545 Iteration 80F: 3 clusters Score -830477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -830477.187500 Penalty: 2938.008545 Iteration 81Q: 3 clusters Score -830477.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -830479.312500 Penalty: 2938.008545 Iteration 82Q: 3 clusters Score -830479.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -830477.187500 Penalty: 2938.008545 Iteration 83Q: 3 clusters Score -830477.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -830476.937500 Penalty: 2938.008545 Iteration 84Q: 3 clusters Score -830476.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -830479.000000 Penalty: 2938.008545 Iteration 85Q: 3 clusters Score -830479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -830478.187500 Penalty: 2938.008545 Iteration 86Q: 3 clusters Score -830478.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -830478.187500 Penalty: 2938.008545 Iteration 87F: 3 clusters Score -830478.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Entering Unmasked Estep Score: -141776.718750 Penalty: 1188.831055 Iteration 0F: 2 clusters Score -141776.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -139964.703125 Penalty: 2377.662109 Iteration 0F: 3 clusters Score -139964.7 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -140299.265625 Penalty: 2377.662109 Iteration 1F: 3 clusters Score -140299.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -140382.406250 Penalty: 2377.662109 Iteration 2F: 3 clusters Score -140382.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -140441.968750 Penalty: 2377.662109 Iteration 3Q: 3 clusters Score -140442 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -140487.234375 Penalty: 2377.662109 Iteration 4Q: 3 clusters Score -140487.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -140527.718750 Penalty: 2377.662109 Iteration 5Q: 3 clusters Score -140527.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -140564.906250 Penalty: 2377.662109 Iteration 6Q: 3 clusters Score -140564.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -140625.296875 Penalty: 2377.662109 Iteration 7Q: 3 clusters Score -140625.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -140736.734375 Penalty: 2377.662109 Iteration 8Q: 3 clusters Score -140736.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -140912.953125 Penalty: 2377.662109 Iteration 9Q: 3 clusters Score -140913 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -141068.812500 Penalty: 2377.662109 Iteration 10F: 3 clusters Score -141068.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -141176.500000 Penalty: 2377.662109 Iteration 11F: 3 clusters Score -141176.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -141241.468750 Penalty: 2377.662109 Iteration 12Q: 3 clusters Score -141241.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -141277.765625 Penalty: 2377.662109 Iteration 13Q: 3 clusters Score -141277.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -141310.812500 Penalty: 2377.662109 Iteration 14Q: 3 clusters Score -141310.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -141330.437500 Penalty: 2377.662109 Iteration 15Q: 3 clusters Score -141330.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -141347.203125 Penalty: 2377.662109 Iteration 16Q: 3 clusters Score -141347.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -141362.140625 Penalty: 2377.662109 Iteration 17Q: 3 clusters Score -141362.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -141365.984375 Penalty: 2377.662109 Iteration 18Q: 3 clusters Score -141366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -141369.234375 Penalty: 2377.662109 Iteration 19Q: 3 clusters Score -141369.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -141373.500000 Penalty: 2377.662109 Iteration 20F: 3 clusters Score -141373.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -141380.843750 Penalty: 2377.662109 Iteration 21Q: 3 clusters Score -141380.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -141383.578125 Penalty: 2377.662109 Iteration 22Q: 3 clusters Score -141383.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -141387.265625 Penalty: 2377.662109 Iteration 23Q: 3 clusters Score -141387.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -141396.000000 Penalty: 2377.662109 Iteration 24Q: 3 clusters Score -141396 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -141408.734375 Penalty: 2377.662109 Iteration 25Q: 3 clusters Score -141408.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -141418.187500 Penalty: 2377.662109 Iteration 26Q: 3 clusters Score -141418.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -141421.125000 Penalty: 2377.662109 Iteration 27Q: 3 clusters Score -141421.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -141421.968750 Penalty: 2377.662109 Iteration 28Q: 3 clusters Score -141422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -141421.968750 Penalty: 2377.662109 Iteration 29F: 3 clusters Score -141422 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Entering Unmasked Estep Score: -87338.531250 Penalty: 1105.208496 Iteration 0F: 2 clusters Score -87338.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -85967.476562 Penalty: 2210.416992 Iteration 0F: 3 clusters Score -85967.48 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -86201.710938 Penalty: 2210.416992 Iteration 1F: 3 clusters Score -86201.71 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -86262.117188 Penalty: 2210.416992 Iteration 2F: 3 clusters Score -86262.12 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -86289.171875 Penalty: 2210.416992 Iteration 3Q: 3 clusters Score -86289.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -86300.023438 Penalty: 2210.416992 Iteration 4Q: 3 clusters Score -86300.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -86310.781250 Penalty: 2210.416992 Iteration 5Q: 3 clusters Score -86310.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -86316.414062 Penalty: 2210.416992 Iteration 6Q: 3 clusters Score -86316.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -86321.312500 Penalty: 2210.416992 Iteration 7Q: 3 clusters Score -86321.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -86327.875000 Penalty: 2210.416992 Iteration 8Q: 3 clusters Score -86327.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -86334.695312 Penalty: 2210.416992 Iteration 9Q: 3 clusters Score -86334.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -86342.492188 Penalty: 2210.416992 Iteration 10Q: 3 clusters Score -86342.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -86344.054688 Penalty: 2210.416992 Iteration 11Q: 3 clusters Score -86344.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -86348.117188 Penalty: 2210.416992 Iteration 12Q: 3 clusters Score -86348.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -86351.492188 Penalty: 2210.416992 Iteration 13Q: 3 clusters Score -86351.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -86353.453125 Penalty: 2210.416992 Iteration 14Q: 3 clusters Score -86353.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -86356.546875 Penalty: 2210.416992 Iteration 15Q: 3 clusters Score -86356.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -86357.656250 Penalty: 2210.416992 Iteration 16Q: 3 clusters Score -86357.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -86360.601562 Penalty: 2210.416992 Iteration 17Q: 3 clusters Score -86360.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -86364.210938 Penalty: 2210.416992 Iteration 18Q: 3 clusters Score -86364.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -86365.968750 Penalty: 2210.416992 Iteration 19Q: 3 clusters Score -86365.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -86367.203125 Penalty: 2210.416992 Iteration 20F: 3 clusters Score -86367.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Entering Unmasked Estep Score: -555104.875000 Penalty: 1409.111938 Iteration 0F: 2 clusters Score -555104.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -550590.687500 Penalty: 2818.223877 Iteration 0F: 3 clusters Score -550590.7 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -551810.687500 Penalty: 2818.223877 Iteration 1F: 3 clusters Score -551810.7 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -552016.937500 Penalty: 2818.223877 Iteration 2F: 3 clusters Score -552016.9 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -552176.250000 Penalty: 2818.223877 Iteration 3F: 3 clusters Score -552176.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -552301.875000 Penalty: 2818.223877 Iteration 4Q: 3 clusters Score -552301.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -552431.937500 Penalty: 2818.223877 Iteration 5Q: 3 clusters Score -552431.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -552575.500000 Penalty: 2818.223877 Iteration 6Q: 3 clusters Score -552575.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -552771.562500 Penalty: 2818.223877 Iteration 7Q: 3 clusters Score -552771.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -552983.125000 Penalty: 2818.223877 Iteration 8Q: 3 clusters Score -552983.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -553201.125000 Penalty: 2818.223877 Iteration 9Q: 3 clusters Score -553201.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -553402.562500 Penalty: 2818.223877 Iteration 10Q: 3 clusters Score -553402.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -553556.750000 Penalty: 2818.223877 Iteration 11Q: 3 clusters Score -553556.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -553681.000000 Penalty: 2818.223877 Iteration 12Q: 3 clusters Score -553681 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -553786.500000 Penalty: 2818.223877 Iteration 13Q: 3 clusters Score -553786.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -553871.937500 Penalty: 2818.223877 Iteration 14Q: 3 clusters Score -553871.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -553952.437500 Penalty: 2818.223877 Iteration 15Q: 3 clusters Score -553952.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -554024.250000 Penalty: 2818.223877 Iteration 16Q: 3 clusters Score -554024.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -554063.250000 Penalty: 2818.223877 Iteration 17Q: 3 clusters Score -554063.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -554083.062500 Penalty: 2818.223877 Iteration 18Q: 3 clusters Score -554083.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -554094.562500 Penalty: 2818.223877 Iteration 19Q: 3 clusters Score -554094.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -554108.500000 Penalty: 2818.223877 Iteration 20F: 3 clusters Score -554108.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -554115.062500 Penalty: 2818.223877 Iteration 21Q: 3 clusters Score -554115.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -554122.875000 Penalty: 2818.223877 Iteration 22Q: 3 clusters Score -554122.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -554127.687500 Penalty: 2818.223877 Iteration 23Q: 3 clusters Score -554127.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -554134.750000 Penalty: 2818.223877 Iteration 24Q: 3 clusters Score -554134.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -554143.875000 Penalty: 2818.223877 Iteration 25Q: 3 clusters Score -554143.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -554150.250000 Penalty: 2818.223877 Iteration 26Q: 3 clusters Score -554150.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -554154.375000 Penalty: 2818.223877 Iteration 27Q: 3 clusters Score -554154.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -554157.625000 Penalty: 2818.223877 Iteration 28Q: 3 clusters Score -554157.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -554159.562500 Penalty: 2818.223877 Iteration 29Q: 3 clusters Score -554159.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -554160.500000 Penalty: 2818.223877 Iteration 30Q: 3 clusters Score -554160.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -554163.125000 Penalty: 2818.223877 Iteration 31Q: 3 clusters Score -554163.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -554164.000000 Penalty: 2818.223877 Iteration 32Q: 3 clusters Score -554164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -554166.562500 Penalty: 2818.223877 Iteration 33Q: 3 clusters Score -554166.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -554166.812500 Penalty: 2818.223877 Iteration 34Q: 3 clusters Score -554166.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -554167.250000 Penalty: 2818.223877 Iteration 35Q: 3 clusters Score -554167.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -554167.250000 Penalty: 2818.223877 Iteration 36F: 3 clusters Score -554167.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Entering Unmasked Estep Score: -30766.564453 Penalty: 966.130859 Iteration 0F: 2 clusters Score -30766.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -29869.023438 Penalty: 1932.261719 Iteration 0F: 3 clusters Score -29869.02 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -30061.103516 Penalty: 1932.261719 Iteration 1F: 3 clusters Score -30061.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -30126.923828 Penalty: 1932.261719 Iteration 2F: 3 clusters Score -30126.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -30194.052734 Penalty: 1932.261719 Iteration 3F: 3 clusters Score -30194.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -30253.554688 Penalty: 1932.261719 Iteration 4Q: 3 clusters Score -30253.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -30309.927734 Penalty: 1932.261719 Iteration 5Q: 3 clusters Score -30309.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -30353.804688 Penalty: 1932.261719 Iteration 6Q: 3 clusters Score -30353.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -30380.917969 Penalty: 1932.261719 Iteration 7Q: 3 clusters Score -30380.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -30396.261719 Penalty: 1932.261719 Iteration 8Q: 3 clusters Score -30396.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -30413.839844 Penalty: 1932.261719 Iteration 9Q: 3 clusters Score -30413.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -30414.042969 Penalty: 1932.261719 Iteration 10F: 3 clusters Score -30414.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -30424.023438 Penalty: 1932.261719 Iteration 11Q: 3 clusters Score -30424.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -30425.134766 Penalty: 1932.261719 Iteration 12Q: 3 clusters Score -30425.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -30425.134766 Penalty: 1932.261719 Iteration 13F: 3 clusters Score -30425.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Entering Unmasked Estep Score: -182347.546875 Penalty: 1219.463623 Iteration 0F: 2 clusters Score -182347.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -180356.671875 Penalty: 2438.927246 Iteration 0F: 3 clusters Score -180356.7 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -180779.953125 Penalty: 2438.927246 Iteration 1F: 3 clusters Score -180780 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -180930.671875 Penalty: 2438.927246 Iteration 2F: 3 clusters Score -180930.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -181012.000000 Penalty: 2438.927246 Iteration 3F: 3 clusters Score -181012 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -181061.312500 Penalty: 2438.927246 Iteration 4Q: 3 clusters Score -181061.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -181103.062500 Penalty: 2438.927246 Iteration 5Q: 3 clusters Score -181103.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -181154.312500 Penalty: 2438.927246 Iteration 6Q: 3 clusters Score -181154.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -181210.109375 Penalty: 2438.927246 Iteration 7Q: 3 clusters Score -181210.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -181263.078125 Penalty: 2438.927246 Iteration 8Q: 3 clusters Score -181263.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -181328.312500 Penalty: 2438.927246 Iteration 9Q: 3 clusters Score -181328.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -181403.375000 Penalty: 2438.927246 Iteration 10Q: 3 clusters Score -181403.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -181474.828125 Penalty: 2438.927246 Iteration 11Q: 3 clusters Score -181474.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -181538.250000 Penalty: 2438.927246 Iteration 12Q: 3 clusters Score -181538.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -181586.218750 Penalty: 2438.927246 Iteration 13Q: 3 clusters Score -181586.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -181615.218750 Penalty: 2438.927246 Iteration 14Q: 3 clusters Score -181615.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -181636.906250 Penalty: 2438.927246 Iteration 15Q: 3 clusters Score -181636.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -181651.796875 Penalty: 2438.927246 Iteration 16Q: 3 clusters Score -181651.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -181659.125000 Penalty: 2438.927246 Iteration 17Q: 3 clusters Score -181659.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -181666.328125 Penalty: 2438.927246 Iteration 18Q: 3 clusters Score -181666.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -181674.531250 Penalty: 2438.927246 Iteration 19Q: 3 clusters Score -181674.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -181681.640625 Penalty: 2438.927246 Iteration 20F: 3 clusters Score -181681.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -181690.437500 Penalty: 2438.927246 Iteration 21Q: 3 clusters Score -181690.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -181698.796875 Penalty: 2438.927246 Iteration 22Q: 3 clusters Score -181698.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -181705.343750 Penalty: 2438.927246 Iteration 23Q: 3 clusters Score -181705.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -181715.171875 Penalty: 2438.927246 Iteration 24Q: 3 clusters Score -181715.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -181727.453125 Penalty: 2438.927246 Iteration 25Q: 3 clusters Score -181727.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -181739.812500 Penalty: 2438.927246 Iteration 26Q: 3 clusters Score -181739.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -181751.609375 Penalty: 2438.927246 Iteration 27Q: 3 clusters Score -181751.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -181767.093750 Penalty: 2438.927246 Iteration 28Q: 3 clusters Score -181767.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -181783.140625 Penalty: 2438.927246 Iteration 29Q: 3 clusters Score -181783.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -181792.187500 Penalty: 2438.927246 Iteration 30Q: 3 clusters Score -181792.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -181804.531250 Penalty: 2438.927246 Iteration 31Q: 3 clusters Score -181804.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -181821.765625 Penalty: 2438.927246 Iteration 32Q: 3 clusters Score -181821.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -181850.890625 Penalty: 2438.927246 Iteration 33Q: 3 clusters Score -181850.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -181876.671875 Penalty: 2438.927246 Iteration 34Q: 3 clusters Score -181876.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -181898.750000 Penalty: 2438.927246 Iteration 35Q: 3 clusters Score -181898.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -181919.218750 Penalty: 2438.927246 Iteration 36Q: 3 clusters Score -181919.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -181945.562500 Penalty: 2438.927246 Iteration 37Q: 3 clusters Score -181945.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -181954.937500 Penalty: 2438.927246 Iteration 38Q: 3 clusters Score -181954.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -181958.593750 Penalty: 2438.927246 Iteration 39Q: 3 clusters Score -181958.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -181960.828125 Penalty: 2438.927246 Iteration 40F: 3 clusters Score -181960.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -181963.718750 Penalty: 2438.927246 Iteration 41Q: 3 clusters Score -181963.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -181965.593750 Penalty: 2438.927246 Iteration 42Q: 3 clusters Score -181965.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -181966.531250 Penalty: 2438.927246 Iteration 43Q: 3 clusters Score -181966.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -181966.796875 Penalty: 2438.927246 Iteration 44Q: 3 clusters Score -181966.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -181966.796875 Penalty: 2438.927246 Iteration 45F: 3 clusters Score -181966.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Entering Unmasked Estep Score: -248278.421875 Penalty: 1281.854370 Iteration 0F: 2 clusters Score -248278.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -245799.687500 Penalty: 2563.708740 Iteration 0F: 3 clusters Score -245799.7 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -246410.500000 Penalty: 2563.708740 Iteration 1F: 3 clusters Score -246410.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -246537.203125 Penalty: 2563.708740 Iteration 2F: 3 clusters Score -246537.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -246628.687500 Penalty: 2563.708740 Iteration 3F: 3 clusters Score -246628.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -246710.796875 Penalty: 2563.708740 Iteration 4Q: 3 clusters Score -246710.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -246806.640625 Penalty: 2563.708740 Iteration 5Q: 3 clusters Score -246806.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -246895.187500 Penalty: 2563.708740 Iteration 6Q: 3 clusters Score -246895.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -246956.187500 Penalty: 2563.708740 Iteration 7Q: 3 clusters Score -246956.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -247011.937500 Penalty: 2563.708740 Iteration 8Q: 3 clusters Score -247011.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -247057.953125 Penalty: 2563.708740 Iteration 9Q: 3 clusters Score -247058 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -247098.406250 Penalty: 2563.708740 Iteration 10Q: 3 clusters Score -247098.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -247128.734375 Penalty: 2563.708740 Iteration 11Q: 3 clusters Score -247128.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -247151.328125 Penalty: 2563.708740 Iteration 12Q: 3 clusters Score -247151.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -247172.906250 Penalty: 2563.708740 Iteration 13Q: 3 clusters Score -247172.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -247190.281250 Penalty: 2563.708740 Iteration 14Q: 3 clusters Score -247190.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -247200.812500 Penalty: 2563.708740 Iteration 15Q: 3 clusters Score -247200.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -247213.781250 Penalty: 2563.708740 Iteration 16Q: 3 clusters Score -247213.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -247220.781250 Penalty: 2563.708740 Iteration 17Q: 3 clusters Score -247220.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -247224.218750 Penalty: 2563.708740 Iteration 18Q: 3 clusters Score -247224.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -247225.828125 Penalty: 2563.708740 Iteration 19Q: 3 clusters Score -247225.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -247226.171875 Penalty: 2563.708740 Iteration 20F: 3 clusters Score -247226.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Entering Unmasked Estep Score: -79419.171875 Penalty: 1092.622803 Iteration 0F: 2 clusters Score -79419.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -78076.187500 Penalty: 2185.245605 Iteration 0F: 3 clusters Score -78076.19 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -78261.164062 Penalty: 2185.245605 Iteration 1F: 3 clusters Score -78261.16 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -78321.351562 Penalty: 2185.245605 Iteration 2F: 3 clusters Score -78321.35 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -78365.406250 Penalty: 2185.245605 Iteration 3Q: 3 clusters Score -78365.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -78399.609375 Penalty: 2185.245605 Iteration 4Q: 3 clusters Score -78399.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -78425.609375 Penalty: 2185.245605 Iteration 5Q: 3 clusters Score -78425.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -78450.718750 Penalty: 2185.245605 Iteration 6Q: 3 clusters Score -78450.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -78467.906250 Penalty: 2185.245605 Iteration 7Q: 3 clusters Score -78467.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -78481.734375 Penalty: 2185.245605 Iteration 8Q: 3 clusters Score -78481.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -78500.734375 Penalty: 2185.245605 Iteration 9Q: 3 clusters Score -78500.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -78518.562500 Penalty: 2185.245605 Iteration 10Q: 3 clusters Score -78518.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -78539.718750 Penalty: 2185.245605 Iteration 11Q: 3 clusters Score -78539.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -78554.179688 Penalty: 2185.245605 Iteration 12Q: 3 clusters Score -78554.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -78568.671875 Penalty: 2185.245605 Iteration 13Q: 3 clusters Score -78568.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -78582.203125 Penalty: 2185.245605 Iteration 14Q: 3 clusters Score -78582.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -78595.695312 Penalty: 2185.245605 Iteration 15Q: 3 clusters Score -78595.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -78605.773438 Penalty: 2185.245605 Iteration 16Q: 3 clusters Score -78605.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -78613.367188 Penalty: 2185.245605 Iteration 17Q: 3 clusters Score -78613.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -78624.757812 Penalty: 2185.245605 Iteration 18Q: 3 clusters Score -78624.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -78644.851562 Penalty: 2185.245605 Iteration 19Q: 3 clusters Score -78644.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -78654.148438 Penalty: 2185.245605 Iteration 20F: 3 clusters Score -78654.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -78660.898438 Penalty: 2185.245605 Iteration 21Q: 3 clusters Score -78660.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -78664.164062 Penalty: 2185.245605 Iteration 22Q: 3 clusters Score -78664.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -78664.843750 Penalty: 2185.245605 Iteration 23Q: 3 clusters Score -78664.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -78665.640625 Penalty: 2185.245605 Iteration 24Q: 3 clusters Score -78665.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -78665.640625 Penalty: 2185.245605 Iteration 25F: 3 clusters Score -78665.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -48945.812500 Penalty: 1015.307007 Iteration 0F: 2 clusters Score -48945.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -47822.503906 Penalty: 2030.614014 Iteration 0F: 3 clusters Score -47822.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47978.437500 Penalty: 2030.614014 Iteration 1F: 3 clusters Score -47978.44 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -48033.753906 Penalty: 2030.614014 Iteration 2F: 3 clusters Score -48033.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -48057.273438 Penalty: 2030.614014 Iteration 3Q: 3 clusters Score -48057.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -48064.312500 Penalty: 2030.614014 Iteration 4Q: 3 clusters Score -48064.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -48067.937500 Penalty: 2030.614014 Iteration 5Q: 3 clusters Score -48067.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48071.730469 Penalty: 2030.614014 Iteration 6Q: 3 clusters Score -48071.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48075.824219 Penalty: 2030.614014 Iteration 7Q: 3 clusters Score -48075.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48078.265625 Penalty: 2030.614014 Iteration 8Q: 3 clusters Score -48078.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48078.265625 Penalty: 2030.614014 Iteration 9F: 3 clusters Score -48078.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Entering Unmasked Estep Score: -278523.031250 Penalty: 1291.267822 Iteration 0F: 2 clusters Score -278523 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -275879.687500 Penalty: 2582.535645 Iteration 0F: 3 clusters Score -275879.7 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -276555.531250 Penalty: 2582.535645 Iteration 1F: 3 clusters Score -276555.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -276716.812500 Penalty: 2582.535645 Iteration 2F: 3 clusters Score -276716.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -276822.125000 Penalty: 2582.535645 Iteration 3F: 3 clusters Score -276822.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -276873.875000 Penalty: 2582.535645 Iteration 4Q: 3 clusters Score -276873.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -276918.750000 Penalty: 2582.535645 Iteration 5Q: 3 clusters Score -276918.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -276962.593750 Penalty: 2582.535645 Iteration 6Q: 3 clusters Score -276962.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -277000.031250 Penalty: 2582.535645 Iteration 7Q: 3 clusters Score -277000 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -277030.093750 Penalty: 2582.535645 Iteration 8Q: 3 clusters Score -277030.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -277060.812500 Penalty: 2582.535645 Iteration 9Q: 3 clusters Score -277060.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -277088.781250 Penalty: 2582.535645 Iteration 10Q: 3 clusters Score -277088.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -277132.406250 Penalty: 2582.535645 Iteration 11Q: 3 clusters Score -277132.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -277171.968750 Penalty: 2582.535645 Iteration 12Q: 3 clusters Score -277172 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -277206.906250 Penalty: 2582.535645 Iteration 13Q: 3 clusters Score -277206.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -277246.312500 Penalty: 2582.535645 Iteration 14Q: 3 clusters Score -277246.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -277309.875000 Penalty: 2582.535645 Iteration 15Q: 3 clusters Score -277309.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -277356.437500 Penalty: 2582.535645 Iteration 16Q: 3 clusters Score -277356.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -277410.406250 Penalty: 2582.535645 Iteration 17Q: 3 clusters Score -277410.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -277487.031250 Penalty: 2582.535645 Iteration 18Q: 3 clusters Score -277487 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -277613.750000 Penalty: 2582.535645 Iteration 19Q: 3 clusters Score -277613.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -277831.843750 Penalty: 2582.535645 Iteration 20F: 3 clusters Score -277831.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -278051.562500 Penalty: 2582.535645 Iteration 21Q: 3 clusters Score -278051.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -278279.406250 Penalty: 2582.535645 Iteration 22Q: 3 clusters Score -278279.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -278506.468750 Penalty: 2582.535645 Iteration 23Q: 3 clusters Score -278506.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -278566.937500 Penalty: 2582.535645 Iteration 24Q: 3 clusters Score -278566.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -278570.968750 Penalty: 2582.535645 Iteration 25Q: 3 clusters Score -278571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -278571.406250 Penalty: 2582.535645 Iteration 26Q: 3 clusters Score -278571.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -278571.406250 Penalty: 2582.535645 Iteration 27F: 3 clusters Score -278571.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 264 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 1995 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 711 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Mstep: Class 34 contains 1219 members Mstep: Class 35 contains 830 members Entering Unmasked Estep Score: -8178111.500000 Penalty: 64734.261719 Splitting cluster 26 changes total score from -8178525.000000 to -8178111.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Entering Unmasked Estep Score: -88265.765625 Penalty: 1112.628174 Iteration 0F: 2 clusters Score -88265.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -86854.460938 Penalty: 2225.256348 Iteration 0F: 3 clusters Score -86854.46 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -87138.359375 Penalty: 2225.256348 Iteration 1F: 3 clusters Score -87138.36 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -87241.085938 Penalty: 2225.256348 Iteration 2F: 3 clusters Score -87241.09 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -87312.257812 Penalty: 2225.256348 Iteration 3Q: 3 clusters Score -87312.26 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -87453.007812 Penalty: 2225.256348 Iteration 4Q: 3 clusters Score -87453.01 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -87533.515625 Penalty: 2225.256348 Iteration 5Q: 3 clusters Score -87533.52 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -87625.539062 Penalty: 2225.256348 Iteration 6F: 3 clusters Score -87625.54 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -87721.867188 Penalty: 2225.256348 Iteration 7Q: 3 clusters Score -87721.87 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -87785.335938 Penalty: 2225.256348 Iteration 8Q: 3 clusters Score -87785.34 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -87823.273438 Penalty: 2225.256348 Iteration 9Q: 3 clusters Score -87823.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -87847.546875 Penalty: 2225.256348 Iteration 10Q: 3 clusters Score -87847.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -87862.296875 Penalty: 2225.256348 Iteration 11Q: 3 clusters Score -87862.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -87873.601562 Penalty: 2225.256348 Iteration 12Q: 3 clusters Score -87873.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -87879.296875 Penalty: 2225.256348 Iteration 13Q: 3 clusters Score -87879.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -87885.804688 Penalty: 2225.256348 Iteration 14Q: 3 clusters Score -87885.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -87888.179688 Penalty: 2225.256348 Iteration 15Q: 3 clusters Score -87888.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -87889.476562 Penalty: 2225.256348 Iteration 16Q: 3 clusters Score -87889.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -87890.156250 Penalty: 2225.256348 Iteration 17Q: 3 clusters Score -87890.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -87891.796875 Penalty: 2225.256348 Iteration 18Q: 3 clusters Score -87891.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -87891.796875 Penalty: 2225.256348 Iteration 19F: 3 clusters Score -87891.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Entering Unmasked Estep Score: -71335.835938 Penalty: 1072.257690 Iteration 0F: 2 clusters Score -71335.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -70081.601562 Penalty: 2144.515381 Iteration 0F: 3 clusters Score -70081.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -70306.500000 Penalty: 2144.515381 Iteration 1F: 3 clusters Score -70306.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -70395.875000 Penalty: 2144.515381 Iteration 2F: 3 clusters Score -70395.88 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -70451.000000 Penalty: 2144.515381 Iteration 3Q: 3 clusters Score -70451 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -70491.031250 Penalty: 2144.515381 Iteration 4Q: 3 clusters Score -70491.03 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -70537.156250 Penalty: 2144.515381 Iteration 5Q: 3 clusters Score -70537.16 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -70583.328125 Penalty: 2144.515381 Iteration 6Q: 3 clusters Score -70583.33 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70614.593750 Penalty: 2144.515381 Iteration 7Q: 3 clusters Score -70614.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70641.304688 Penalty: 2144.515381 Iteration 8Q: 3 clusters Score -70641.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70653.226562 Penalty: 2144.515381 Iteration 9Q: 3 clusters Score -70653.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -70668.515625 Penalty: 2144.515381 Iteration 10Q: 3 clusters Score -70668.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -70676.984375 Penalty: 2144.515381 Iteration 11Q: 3 clusters Score -70676.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -70686.609375 Penalty: 2144.515381 Iteration 12Q: 3 clusters Score -70686.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70692.968750 Penalty: 2144.515381 Iteration 13Q: 3 clusters Score -70692.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -70695.039062 Penalty: 2144.515381 Iteration 14Q: 3 clusters Score -70695.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -70698.703125 Penalty: 2144.515381 Iteration 15Q: 3 clusters Score -70698.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70700.843750 Penalty: 2144.515381 Iteration 16Q: 3 clusters Score -70700.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -70703.585938 Penalty: 2144.515381 Iteration 17Q: 3 clusters Score -70703.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -70704.484375 Penalty: 2144.515381 Iteration 18Q: 3 clusters Score -70704.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70705.593750 Penalty: 2144.515381 Iteration 19Q: 3 clusters Score -70705.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -70706.953125 Penalty: 2144.515381 Iteration 20F: 3 clusters Score -70706.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70708.148438 Penalty: 2144.515381 Iteration 21Q: 3 clusters Score -70708.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70712.320312 Penalty: 2144.515381 Iteration 22Q: 3 clusters Score -70712.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70713.703125 Penalty: 2144.515381 Iteration 23Q: 3 clusters Score -70713.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -70714.625000 Penalty: 2144.515381 Iteration 24Q: 3 clusters Score -70714.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70715.046875 Penalty: 2144.515381 Iteration 25Q: 3 clusters Score -70715.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70715.046875 Penalty: 2144.515381 Iteration 26F: 3 clusters Score -70715.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Entering Unmasked Estep Score: -243171.250000 Penalty: 1269.708618 Iteration 0F: 2 clusters Score -243171.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -240753.125000 Penalty: 2539.417236 Iteration 0F: 3 clusters Score -240753.1 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -241272.671875 Penalty: 2539.417236 Iteration 1F: 3 clusters Score -241272.7 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -241399.546875 Penalty: 2539.417236 Iteration 2F: 3 clusters Score -241399.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -241467.718750 Penalty: 2539.417236 Iteration 3Q: 3 clusters Score -241467.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -241532.937500 Penalty: 2539.417236 Iteration 4Q: 3 clusters Score -241532.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -241595.062500 Penalty: 2539.417236 Iteration 5Q: 3 clusters Score -241595.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -241656.250000 Penalty: 2539.417236 Iteration 6Q: 3 clusters Score -241656.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -241707.359375 Penalty: 2539.417236 Iteration 7Q: 3 clusters Score -241707.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -241758.937500 Penalty: 2539.417236 Iteration 8Q: 3 clusters Score -241758.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -241802.234375 Penalty: 2539.417236 Iteration 9Q: 3 clusters Score -241802.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -241835.671875 Penalty: 2539.417236 Iteration 10Q: 3 clusters Score -241835.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -241865.312500 Penalty: 2539.417236 Iteration 11Q: 3 clusters Score -241865.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -241889.718750 Penalty: 2539.417236 Iteration 12Q: 3 clusters Score -241889.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -241911.406250 Penalty: 2539.417236 Iteration 13Q: 3 clusters Score -241911.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -241926.125000 Penalty: 2539.417236 Iteration 14Q: 3 clusters Score -241926.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -241939.328125 Penalty: 2539.417236 Iteration 15Q: 3 clusters Score -241939.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -241946.546875 Penalty: 2539.417236 Iteration 16Q: 3 clusters Score -241946.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -241961.203125 Penalty: 2539.417236 Iteration 17Q: 3 clusters Score -241961.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -241986.281250 Penalty: 2539.417236 Iteration 18Q: 3 clusters Score -241986.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -242001.109375 Penalty: 2539.417236 Iteration 19Q: 3 clusters Score -242001.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -242013.734375 Penalty: 2539.417236 Iteration 20F: 3 clusters Score -242013.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -242020.187500 Penalty: 2539.417236 Iteration 21Q: 3 clusters Score -242020.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -242023.609375 Penalty: 2539.417236 Iteration 22Q: 3 clusters Score -242023.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -242026.921875 Penalty: 2539.417236 Iteration 23Q: 3 clusters Score -242026.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -242032.546875 Penalty: 2539.417236 Iteration 24Q: 3 clusters Score -242032.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -242035.000000 Penalty: 2539.417236 Iteration 25Q: 3 clusters Score -242035 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -242037.750000 Penalty: 2539.417236 Iteration 26Q: 3 clusters Score -242037.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -242039.125000 Penalty: 2539.417236 Iteration 27Q: 3 clusters Score -242039.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -242041.109375 Penalty: 2539.417236 Iteration 28Q: 3 clusters Score -242041.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -242041.796875 Penalty: 2539.417236 Iteration 29Q: 3 clusters Score -242041.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -242043.562500 Penalty: 2539.417236 Iteration 30Q: 3 clusters Score -242043.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -242045.750000 Penalty: 2539.417236 Iteration 31Q: 3 clusters Score -242045.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -242047.265625 Penalty: 2539.417236 Iteration 32Q: 3 clusters Score -242047.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -242048.546875 Penalty: 2539.417236 Iteration 33Q: 3 clusters Score -242048.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -242050.359375 Penalty: 2539.417236 Iteration 34Q: 3 clusters Score -242050.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -242050.359375 Penalty: 2539.417236 Iteration 35F: 3 clusters Score -242050.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Entering Unmasked Estep Score: -65042.175781 Penalty: 1067.084229 Iteration 0F: 2 clusters Score -65042.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -63846.031250 Penalty: 2134.168457 Iteration 0F: 3 clusters Score -63846.03 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -64390.425781 Penalty: 2134.168457 Iteration 1F: 3 clusters Score -64390.43 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -65127.359375 Penalty: 2134.168457 Iteration 2F: 3 clusters Score -65127.36 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -65934.421875 Penalty: 2134.168457 Iteration 3F: 3 clusters Score -65934.42 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -66251.445312 Penalty: 2134.168457 Iteration 4F: 3 clusters Score -66251.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -66346.328125 Penalty: 2134.168457 Iteration 5Q: 3 clusters Score -66346.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -66386.929688 Penalty: 2134.168457 Iteration 6Q: 3 clusters Score -66386.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -66407.843750 Penalty: 2134.168457 Iteration 7Q: 3 clusters Score -66407.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -66407.843750 Penalty: 2134.168457 Iteration 8F: 3 clusters Score -66407.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 264 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 273 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Mstep: Class 34 contains 1219 members Mstep: Class 35 contains 438 members Entering Unmasked Estep Score: -8179209.500000 Penalty: 64734.261719 Splitting cluster 30 changes total score from -8178525.000000 to -8179209.500000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 31 (4011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Entering Unmasked Estep Score: -390378.718750 Penalty: 1348.229370 Iteration 0F: 2 clusters Score -390378.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -387004.625000 Penalty: 2696.458740 Iteration 0F: 3 clusters Score -387004.6 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -388042.468750 Penalty: 2696.458740 Iteration 1F: 3 clusters Score -388042.5 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -388374.781250 Penalty: 2696.458740 Iteration 2F: 3 clusters Score -388374.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -388655.968750 Penalty: 2696.458740 Iteration 3F: 3 clusters Score -388656 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -388945.875000 Penalty: 2696.458740 Iteration 4F: 3 clusters Score -388945.9 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -389306.156250 Penalty: 2696.458740 Iteration 5F: 3 clusters Score -389306.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -389638.500000 Penalty: 2696.458740 Iteration 6F: 3 clusters Score -389638.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -389875.718750 Penalty: 2696.458740 Iteration 7Q: 3 clusters Score -389875.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -390007.687500 Penalty: 2696.458740 Iteration 8Q: 3 clusters Score -390007.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -390070.687500 Penalty: 2696.458740 Iteration 9Q: 3 clusters Score -390070.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -390110.093750 Penalty: 2696.458740 Iteration 10Q: 3 clusters Score -390110.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -390129.250000 Penalty: 2696.458740 Iteration 11Q: 3 clusters Score -390129.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -390141.687500 Penalty: 2696.458740 Iteration 12Q: 3 clusters Score -390141.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -390150.031250 Penalty: 2696.458740 Iteration 13Q: 3 clusters Score -390150 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -390153.562500 Penalty: 2696.458740 Iteration 14Q: 3 clusters Score -390153.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -390157.906250 Penalty: 2696.458740 Iteration 15Q: 3 clusters Score -390157.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -390160.718750 Penalty: 2696.458740 Iteration 16Q: 3 clusters Score -390160.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -390161.718750 Penalty: 2696.458740 Iteration 17Q: 3 clusters Score -390161.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -390162.250000 Penalty: 2696.458740 Iteration 18Q: 3 clusters Score -390162.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -390162.062500 Penalty: 2696.458740 Iteration 19Q: 3 clusters Score -390162.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -390162.906250 Penalty: 2696.458740 Iteration 20F: 3 clusters Score -390162.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -390164.250000 Penalty: 2696.458740 Iteration 21Q: 3 clusters Score -390164.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -390164.968750 Penalty: 2696.458740 Iteration 22Q: 3 clusters Score -390165 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -390165.937500 Penalty: 2696.458740 Iteration 23Q: 3 clusters Score -390165.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -390167.343750 Penalty: 2696.458740 Iteration 24Q: 3 clusters Score -390167.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -390167.906250 Penalty: 2696.458740 Iteration 25Q: 3 clusters Score -390167.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -390167.937500 Penalty: 2696.458740 Iteration 26Q: 3 clusters Score -390167.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -390168.187500 Penalty: 2696.458740 Iteration 27Q: 3 clusters Score -390168.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -390167.968750 Penalty: 2696.458740 Iteration 28Q: 3 clusters Score -390168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -390169.000000 Penalty: 2696.458740 Iteration 29Q: 3 clusters Score -390169 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -390169.000000 Penalty: 2696.458740 Iteration 30F: 3 clusters Score -390169 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Entering Unmasked Estep Score: -139543.859375 Penalty: 1182.328003 Iteration 0F: 2 clusters Score -139543.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -137787.609375 Penalty: 2364.656006 Iteration 0F: 3 clusters Score -137787.6 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -138109.984375 Penalty: 2364.656006 Iteration 1F: 3 clusters Score -138110 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -138232.531250 Penalty: 2364.656006 Iteration 2F: 3 clusters Score -138232.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -138339.640625 Penalty: 2364.656006 Iteration 3F: 3 clusters Score -138339.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -138489.015625 Penalty: 2364.656006 Iteration 4Q: 3 clusters Score -138489 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -138602.890625 Penalty: 2364.656006 Iteration 5F: 3 clusters Score -138602.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -138694.859375 Penalty: 2364.656006 Iteration 6Q: 3 clusters Score -138694.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -138797.984375 Penalty: 2364.656006 Iteration 7F: 3 clusters Score -138798 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -138870.281250 Penalty: 2364.656006 Iteration 8Q: 3 clusters Score -138870.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -138937.343750 Penalty: 2364.656006 Iteration 9Q: 3 clusters Score -138937.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -138996.031250 Penalty: 2364.656006 Iteration 10Q: 3 clusters Score -138996 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -139041.625000 Penalty: 2364.656006 Iteration 11Q: 3 clusters Score -139041.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -139062.687500 Penalty: 2364.656006 Iteration 12Q: 3 clusters Score -139062.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -139073.593750 Penalty: 2364.656006 Iteration 13Q: 3 clusters Score -139073.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -139091.171875 Penalty: 2364.656006 Iteration 14Q: 3 clusters Score -139091.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -139105.625000 Penalty: 2364.656006 Iteration 15Q: 3 clusters Score -139105.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -139125.765625 Penalty: 2364.656006 Iteration 16Q: 3 clusters Score -139125.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -139132.718750 Penalty: 2364.656006 Iteration 17Q: 3 clusters Score -139132.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -139139.281250 Penalty: 2364.656006 Iteration 18Q: 3 clusters Score -139139.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -139142.609375 Penalty: 2364.656006 Iteration 19Q: 3 clusters Score -139142.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -139144.640625 Penalty: 2364.656006 Iteration 20F: 3 clusters Score -139144.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -139148.500000 Penalty: 2364.656006 Iteration 21Q: 3 clusters Score -139148.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -139151.671875 Penalty: 2364.656006 Iteration 22Q: 3 clusters Score -139151.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -139156.234375 Penalty: 2364.656006 Iteration 23Q: 3 clusters Score -139156.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -139157.984375 Penalty: 2364.656006 Iteration 24Q: 3 clusters Score -139158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -139158.296875 Penalty: 2364.656006 Iteration 25Q: 3 clusters Score -139158.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -139158.296875 Penalty: 2364.656006 Iteration 26F: 3 clusters Score -139158.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Entering Unmasked Estep Score: -66396.945312 Penalty: 1070.700562 Iteration 0F: 2 clusters Score -66396.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -65141.632812 Penalty: 2141.401123 Iteration 0F: 3 clusters Score -65141.63 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -65360.648438 Penalty: 2141.401123 Iteration 1F: 3 clusters Score -65360.65 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -65412.945312 Penalty: 2141.401123 Iteration 2F: 3 clusters Score -65412.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -65436.328125 Penalty: 2141.401123 Iteration 3Q: 3 clusters Score -65436.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -65451.875000 Penalty: 2141.401123 Iteration 4Q: 3 clusters Score -65451.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -65461.851562 Penalty: 2141.401123 Iteration 5Q: 3 clusters Score -65461.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -65467.949219 Penalty: 2141.401123 Iteration 6Q: 3 clusters Score -65467.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -65479.796875 Penalty: 2141.401123 Iteration 7Q: 3 clusters Score -65479.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -65493.328125 Penalty: 2141.401123 Iteration 8Q: 3 clusters Score -65493.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -65507.945312 Penalty: 2141.401123 Iteration 9Q: 3 clusters Score -65507.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -65528.582031 Penalty: 2141.401123 Iteration 10Q: 3 clusters Score -65528.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -65544.656250 Penalty: 2141.401123 Iteration 11Q: 3 clusters Score -65544.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -65554.546875 Penalty: 2141.401123 Iteration 12Q: 3 clusters Score -65554.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -65563.828125 Penalty: 2141.401123 Iteration 13Q: 3 clusters Score -65563.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -65574.335938 Penalty: 2141.401123 Iteration 14Q: 3 clusters Score -65574.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -65582.234375 Penalty: 2141.401123 Iteration 15Q: 3 clusters Score -65582.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -65586.117188 Penalty: 2141.401123 Iteration 16Q: 3 clusters Score -65586.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -65586.117188 Penalty: 2141.401123 Iteration 17F: 3 clusters Score -65586.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1095 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4451 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 924 members Mstep: Class 12 contains 264 members Mstep: Class 13 contains 1028 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 899 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2474 members Mstep: Class 30 contains 273 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8179857.500000 Penalty: 64734.261719 Iteration 113F: 36 clusters Score -8179858 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 855 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 1628 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 4449 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 921 members Mstep: Class 12 contains 293 members Mstep: Class 13 contains 959 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1484 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5834 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 826 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 730 members Mstep: Class 29 contains 2483 members Mstep: Class 30 contains 280 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1445 members Mstep: Class 33 contains 729 members Mstep: Class 34 contains 1177 members Mstep: Class 35 contains 567 members Entering Unmasked Estep ConsiderDeletion Score: -8180310.500000 Penalty: 64734.261719 Iteration 114Q: 36 clusters Score -8180310 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 1629 members Mstep: Class 8 contains 2188 members Mstep: Class 9 contains 4447 members Mstep: Class 10 contains 13959 members Mstep: Class 11 contains 921 members Mstep: Class 12 contains 299 members Mstep: Class 13 contains 931 members Mstep: Class 14 contains 8784 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7184 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1477 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5836 members Mstep: Class 21 contains 382 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 823 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 732 members Mstep: Class 29 contains 2496 members Mstep: Class 30 contains 280 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 731 members Mstep: Class 34 contains 1169 members Mstep: Class 35 contains 596 members Entering Unmasked Estep ConsiderDeletion Score: -8180432.500000 Penalty: 64734.261719 Iteration 115Q: 36 clusters Score -8180432 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1065 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2188 members Mstep: Class 9 contains 4447 members Mstep: Class 10 contains 13960 members Mstep: Class 11 contains 929 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 920 members Mstep: Class 14 contains 8783 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7181 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1473 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 386 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 820 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 733 members Mstep: Class 29 contains 2503 members Mstep: Class 30 contains 282 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 734 members Mstep: Class 34 contains 1157 members Mstep: Class 35 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -8180455.000000 Penalty: 64734.261719 Iteration 116Q: 36 clusters Score -8180455 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1102 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2188 members Mstep: Class 9 contains 4449 members Mstep: Class 10 contains 13963 members Mstep: Class 11 contains 931 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1469 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 387 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2666 members Mstep: Class 24 contains 817 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2507 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4011 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 734 members Mstep: Class 34 contains 1149 members Mstep: Class 35 contains 615 members Entering Unmasked Estep ConsiderDeletion Score: -8180488.000000 Penalty: 64734.261719 Iteration 117Q: 36 clusters Score -8180488 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 848 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1069 members Mstep: Class 7 contains 1630 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4448 members Mstep: Class 10 contains 13965 members Mstep: Class 11 contains 931 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1467 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5838 members Mstep: Class 21 contains 387 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2665 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2509 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4012 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 734 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 620 members Entering Unmasked Estep ConsiderDeletion Score: -8180517.000000 Penalty: 64734.261719 Iteration 118Q: 36 clusters Score -8180517 nChanged 15 Entering ConstructFrom: Score: -8180517.000000 Penalty: 64734.261719 Entering ConstructFrom: Trying to split cluster 1 (418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Entering Unmasked Estep Score: -31585.582031 Penalty: 980.765747 Iteration 0F: 2 clusters Score -31585.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -30643.121094 Penalty: 1961.531494 Iteration 0F: 3 clusters Score -30643.12 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -30841.498047 Penalty: 1961.531494 Iteration 1F: 3 clusters Score -30841.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -30926.865234 Penalty: 1961.531494 Iteration 2F: 3 clusters Score -30926.87 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -30994.589844 Penalty: 1961.531494 Iteration 3F: 3 clusters Score -30994.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -31039.539062 Penalty: 1961.531494 Iteration 4F: 3 clusters Score -31039.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -31097.638672 Penalty: 1961.531494 Iteration 5Q: 3 clusters Score -31097.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -31194.421875 Penalty: 1961.531494 Iteration 6F: 3 clusters Score -31194.42 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -31294.509766 Penalty: 1961.531494 Iteration 7Q: 3 clusters Score -31294.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -31321.414062 Penalty: 1961.531494 Iteration 8Q: 3 clusters Score -31321.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -31329.171875 Penalty: 1961.531494 Iteration 9Q: 3 clusters Score -31329.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -31329.171875 Penalty: 1961.531494 Iteration 10F: 3 clusters Score -31329.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -70874.531250 Penalty: 1095.909546 Iteration 0F: 2 clusters Score -70874.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -69623.992188 Penalty: 2191.819092 Iteration 0F: 3 clusters Score -69623.99 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -70035.625000 Penalty: 2191.819092 Iteration 1F: 3 clusters Score -70035.62 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70175.765625 Penalty: 2191.819092 Iteration 2F: 3 clusters Score -70175.77 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -70261.398438 Penalty: 2191.819092 Iteration 3F: 3 clusters Score -70261.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -70301.593750 Penalty: 2191.819092 Iteration 4Q: 3 clusters Score -70301.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -70339.000000 Penalty: 2191.819092 Iteration 5Q: 3 clusters Score -70339 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -70374.734375 Penalty: 2191.819092 Iteration 6Q: 3 clusters Score -70374.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -70402.171875 Penalty: 2191.819092 Iteration 7Q: 3 clusters Score -70402.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -70437.367188 Penalty: 2191.819092 Iteration 8Q: 3 clusters Score -70437.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -70475.585938 Penalty: 2191.819092 Iteration 9Q: 3 clusters Score -70475.59 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -70530.484375 Penalty: 2191.819092 Iteration 10Q: 3 clusters Score -70530.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -70587.070312 Penalty: 2191.819092 Iteration 11Q: 3 clusters Score -70587.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -70662.578125 Penalty: 2191.819092 Iteration 12Q: 3 clusters Score -70662.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -70720.234375 Penalty: 2191.819092 Iteration 13Q: 3 clusters Score -70720.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -70733.109375 Penalty: 2191.819092 Iteration 14Q: 3 clusters Score -70733.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -70748.710938 Penalty: 2191.819092 Iteration 15Q: 3 clusters Score -70748.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -70762.484375 Penalty: 2191.819092 Iteration 16Q: 3 clusters Score -70762.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -70776.835938 Penalty: 2191.819092 Iteration 17Q: 3 clusters Score -70776.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -70785.359375 Penalty: 2191.819092 Iteration 18Q: 3 clusters Score -70785.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70804.203125 Penalty: 2191.819092 Iteration 19Q: 3 clusters Score -70804.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -70831.867188 Penalty: 2191.819092 Iteration 20F: 3 clusters Score -70831.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -70889.750000 Penalty: 2191.819092 Iteration 21Q: 3 clusters Score -70889.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -70950.054688 Penalty: 2191.819092 Iteration 22Q: 3 clusters Score -70950.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70959.234375 Penalty: 2191.819092 Iteration 23Q: 3 clusters Score -70959.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70971.976562 Penalty: 2191.819092 Iteration 24Q: 3 clusters Score -70971.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70971.976562 Penalty: 2191.819092 Iteration 25F: 3 clusters Score -70971.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1069 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4448 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 905 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1466 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5838 members Mstep: Class 21 contains 387 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 735 members Mstep: Class 34 contains 1144 members Mstep: Class 35 contains 624 members Mstep: Class 36 contains 319 members Entering Unmasked Estep Score: -8179868.500000 Penalty: 66583.812500 Splitting cluster 2 changes total score from -8180517.000000 to -8179868.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Entering Unmasked Estep Score: -105576.500000 Penalty: 1138.145752 Iteration 0F: 2 clusters Score -105576.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -104048.617188 Penalty: 2276.291504 Iteration 0F: 3 clusters Score -104048.6 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -104303.570312 Penalty: 2276.291504 Iteration 1F: 3 clusters Score -104303.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -104406.976562 Penalty: 2276.291504 Iteration 2F: 3 clusters Score -104407 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -104459.031250 Penalty: 2276.291504 Iteration 3Q: 3 clusters Score -104459 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -104487.234375 Penalty: 2276.291504 Iteration 4Q: 3 clusters Score -104487.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -104506.460938 Penalty: 2276.291504 Iteration 5Q: 3 clusters Score -104506.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -104526.617188 Penalty: 2276.291504 Iteration 6Q: 3 clusters Score -104526.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -104541.468750 Penalty: 2276.291504 Iteration 7Q: 3 clusters Score -104541.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -104553.398438 Penalty: 2276.291504 Iteration 8Q: 3 clusters Score -104553.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -104562.953125 Penalty: 2276.291504 Iteration 9Q: 3 clusters Score -104563 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -104572.898438 Penalty: 2276.291504 Iteration 10Q: 3 clusters Score -104572.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -104584.281250 Penalty: 2276.291504 Iteration 11Q: 3 clusters Score -104584.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -104592.015625 Penalty: 2276.291504 Iteration 12Q: 3 clusters Score -104592 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -104601.539062 Penalty: 2276.291504 Iteration 13Q: 3 clusters Score -104601.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -104609.062500 Penalty: 2276.291504 Iteration 14Q: 3 clusters Score -104609.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -104613.093750 Penalty: 2276.291504 Iteration 15Q: 3 clusters Score -104613.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -104616.031250 Penalty: 2276.291504 Iteration 16Q: 3 clusters Score -104616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -104619.195312 Penalty: 2276.291504 Iteration 17Q: 3 clusters Score -104619.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -104620.460938 Penalty: 2276.291504 Iteration 18Q: 3 clusters Score -104620.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -104624.570312 Penalty: 2276.291504 Iteration 19Q: 3 clusters Score -104624.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -104630.554688 Penalty: 2276.291504 Iteration 20F: 3 clusters Score -104630.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -104631.406250 Penalty: 2276.291504 Iteration 21Q: 3 clusters Score -104631.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -104631.406250 Penalty: 2276.291504 Iteration 22F: 3 clusters Score -104631.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Entering Unmasked Estep Score: -187701.125000 Penalty: 1231.448608 Iteration 0F: 2 clusters Score -187701.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -185614.218750 Penalty: 2462.897217 Iteration 0F: 3 clusters Score -185614.2 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -186101.796875 Penalty: 2462.897217 Iteration 1F: 3 clusters Score -186101.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -186287.453125 Penalty: 2462.897217 Iteration 2F: 3 clusters Score -186287.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -186478.328125 Penalty: 2462.897217 Iteration 3F: 3 clusters Score -186478.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -186618.265625 Penalty: 2462.897217 Iteration 4F: 3 clusters Score -186618.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -186714.156250 Penalty: 2462.897217 Iteration 5Q: 3 clusters Score -186714.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -186787.140625 Penalty: 2462.897217 Iteration 6Q: 3 clusters Score -186787.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -186835.500000 Penalty: 2462.897217 Iteration 7Q: 3 clusters Score -186835.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -186870.765625 Penalty: 2462.897217 Iteration 8Q: 3 clusters Score -186870.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -186917.343750 Penalty: 2462.897217 Iteration 9Q: 3 clusters Score -186917.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -186958.062500 Penalty: 2462.897217 Iteration 10Q: 3 clusters Score -186958.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -186974.984375 Penalty: 2462.897217 Iteration 11Q: 3 clusters Score -186975 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -186993.390625 Penalty: 2462.897217 Iteration 12Q: 3 clusters Score -186993.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -187023.593750 Penalty: 2462.897217 Iteration 13Q: 3 clusters Score -187023.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -187060.156250 Penalty: 2462.897217 Iteration 14Q: 3 clusters Score -187060.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -187090.421875 Penalty: 2462.897217 Iteration 15Q: 3 clusters Score -187090.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -187114.390625 Penalty: 2462.897217 Iteration 16Q: 3 clusters Score -187114.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -187135.078125 Penalty: 2462.897217 Iteration 17Q: 3 clusters Score -187135.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -187147.890625 Penalty: 2462.897217 Iteration 18Q: 3 clusters Score -187147.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -187159.875000 Penalty: 2462.897217 Iteration 19Q: 3 clusters Score -187159.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -187169.968750 Penalty: 2462.897217 Iteration 20F: 3 clusters Score -187170 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -187175.906250 Penalty: 2462.897217 Iteration 21Q: 3 clusters Score -187175.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -187183.703125 Penalty: 2462.897217 Iteration 22Q: 3 clusters Score -187183.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -187189.875000 Penalty: 2462.897217 Iteration 23Q: 3 clusters Score -187189.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -187195.593750 Penalty: 2462.897217 Iteration 24Q: 3 clusters Score -187195.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -187202.421875 Penalty: 2462.897217 Iteration 25Q: 3 clusters Score -187202.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -187211.171875 Penalty: 2462.897217 Iteration 26Q: 3 clusters Score -187211.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -187218.062500 Penalty: 2462.897217 Iteration 27Q: 3 clusters Score -187218.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -187222.296875 Penalty: 2462.897217 Iteration 28Q: 3 clusters Score -187222.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -187230.531250 Penalty: 2462.897217 Iteration 29Q: 3 clusters Score -187230.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -187238.828125 Penalty: 2462.897217 Iteration 30Q: 3 clusters Score -187238.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -187254.718750 Penalty: 2462.897217 Iteration 31Q: 3 clusters Score -187254.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -187279.500000 Penalty: 2462.897217 Iteration 32Q: 3 clusters Score -187279.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -187331.625000 Penalty: 2462.897217 Iteration 33Q: 3 clusters Score -187331.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -187409.765625 Penalty: 2462.897217 Iteration 34Q: 3 clusters Score -187409.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -187453.328125 Penalty: 2462.897217 Iteration 35Q: 3 clusters Score -187453.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -187472.921875 Penalty: 2462.897217 Iteration 36Q: 3 clusters Score -187472.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -187487.734375 Penalty: 2462.897217 Iteration 37Q: 3 clusters Score -187487.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -187498.203125 Penalty: 2462.897217 Iteration 38Q: 3 clusters Score -187498.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -187510.125000 Penalty: 2462.897217 Iteration 39Q: 3 clusters Score -187510.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -187522.890625 Penalty: 2462.897217 Iteration 40F: 3 clusters Score -187522.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -187528.203125 Penalty: 2462.897217 Iteration 41Q: 3 clusters Score -187528.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -187528.203125 Penalty: 2462.897217 Iteration 42F: 3 clusters Score -187528.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Entering Unmasked Estep Score: -165997.546875 Penalty: 1204.868042 Iteration 0F: 2 clusters Score -165997.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -164102.500000 Penalty: 2409.736084 Iteration 0F: 3 clusters Score -164102.5 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -164488.375000 Penalty: 2409.736084 Iteration 1F: 3 clusters Score -164488.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -164611.937500 Penalty: 2409.736084 Iteration 2F: 3 clusters Score -164611.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -164687.390625 Penalty: 2409.736084 Iteration 3F: 3 clusters Score -164687.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -164731.046875 Penalty: 2409.736084 Iteration 4Q: 3 clusters Score -164731 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -164770.500000 Penalty: 2409.736084 Iteration 5Q: 3 clusters Score -164770.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -164814.437500 Penalty: 2409.736084 Iteration 6Q: 3 clusters Score -164814.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -164837.890625 Penalty: 2409.736084 Iteration 7Q: 3 clusters Score -164837.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -164864.484375 Penalty: 2409.736084 Iteration 8Q: 3 clusters Score -164864.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -164903.562500 Penalty: 2409.736084 Iteration 9Q: 3 clusters Score -164903.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -164944.296875 Penalty: 2409.736084 Iteration 10Q: 3 clusters Score -164944.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -164983.484375 Penalty: 2409.736084 Iteration 11Q: 3 clusters Score -164983.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -165009.718750 Penalty: 2409.736084 Iteration 12Q: 3 clusters Score -165009.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -165024.468750 Penalty: 2409.736084 Iteration 13Q: 3 clusters Score -165024.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -165043.406250 Penalty: 2409.736084 Iteration 14Q: 3 clusters Score -165043.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -165058.406250 Penalty: 2409.736084 Iteration 15Q: 3 clusters Score -165058.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -165080.656250 Penalty: 2409.736084 Iteration 16Q: 3 clusters Score -165080.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -165099.500000 Penalty: 2409.736084 Iteration 17Q: 3 clusters Score -165099.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -165112.015625 Penalty: 2409.736084 Iteration 18Q: 3 clusters Score -165112 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -165125.031250 Penalty: 2409.736084 Iteration 19Q: 3 clusters Score -165125 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -165137.671875 Penalty: 2409.736084 Iteration 20F: 3 clusters Score -165137.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -165144.281250 Penalty: 2409.736084 Iteration 21Q: 3 clusters Score -165144.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -165158.625000 Penalty: 2409.736084 Iteration 22Q: 3 clusters Score -165158.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -165166.375000 Penalty: 2409.736084 Iteration 23Q: 3 clusters Score -165166.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -165169.500000 Penalty: 2409.736084 Iteration 24Q: 3 clusters Score -165169.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -165177.203125 Penalty: 2409.736084 Iteration 25Q: 3 clusters Score -165177.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -165180.984375 Penalty: 2409.736084 Iteration 26Q: 3 clusters Score -165181 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -165184.390625 Penalty: 2409.736084 Iteration 27Q: 3 clusters Score -165184.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -165189.328125 Penalty: 2409.736084 Iteration 28Q: 3 clusters Score -165189.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -165194.750000 Penalty: 2409.736084 Iteration 29Q: 3 clusters Score -165194.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -165195.875000 Penalty: 2409.736084 Iteration 30Q: 3 clusters Score -165195.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -165201.171875 Penalty: 2409.736084 Iteration 31Q: 3 clusters Score -165201.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -165201.171875 Penalty: 2409.736084 Iteration 32F: 3 clusters Score -165201.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Entering Unmasked Estep Score: -90817.273438 Penalty: 1133.352783 Iteration 0F: 2 clusters Score -90817.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -89354.195312 Penalty: 2266.705566 Iteration 0F: 3 clusters Score -89354.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -89736.640625 Penalty: 2266.705566 Iteration 1F: 3 clusters Score -89736.64 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -89936.414062 Penalty: 2266.705566 Iteration 2F: 3 clusters Score -89936.41 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -90032.648438 Penalty: 2266.705566 Iteration 3F: 3 clusters Score -90032.65 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -90115.859375 Penalty: 2266.705566 Iteration 4Q: 3 clusters Score -90115.86 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -90190.070312 Penalty: 2266.705566 Iteration 5Q: 3 clusters Score -90190.07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -90274.117188 Penalty: 2266.705566 Iteration 6Q: 3 clusters Score -90274.12 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -90338.031250 Penalty: 2266.705566 Iteration 7Q: 3 clusters Score -90338.03 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -90383.703125 Penalty: 2266.705566 Iteration 8Q: 3 clusters Score -90383.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -90416.156250 Penalty: 2266.705566 Iteration 9Q: 3 clusters Score -90416.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -90429.070312 Penalty: 2266.705566 Iteration 10Q: 3 clusters Score -90429.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -90435.468750 Penalty: 2266.705566 Iteration 11Q: 3 clusters Score -90435.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -90439.085938 Penalty: 2266.705566 Iteration 12Q: 3 clusters Score -90439.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -90445.359375 Penalty: 2266.705566 Iteration 13Q: 3 clusters Score -90445.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -90451.015625 Penalty: 2266.705566 Iteration 14Q: 3 clusters Score -90451.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -90452.023438 Penalty: 2266.705566 Iteration 15Q: 3 clusters Score -90452.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -90453.078125 Penalty: 2266.705566 Iteration 16Q: 3 clusters Score -90453.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -90453.078125 Penalty: 2266.705566 Iteration 17F: 3 clusters Score -90453.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Entering Unmasked Estep Score: -159455.015625 Penalty: 1202.004150 Iteration 0F: 2 clusters Score -159455 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -157618.531250 Penalty: 2404.008301 Iteration 0F: 3 clusters Score -157618.5 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -158074.062500 Penalty: 2404.008301 Iteration 1F: 3 clusters Score -158074.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -158243.015625 Penalty: 2404.008301 Iteration 2F: 3 clusters Score -158243 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -158355.093750 Penalty: 2404.008301 Iteration 3F: 3 clusters Score -158355.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -158451.062500 Penalty: 2404.008301 Iteration 4Q: 3 clusters Score -158451.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -158544.921875 Penalty: 2404.008301 Iteration 5Q: 3 clusters Score -158544.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -158652.843750 Penalty: 2404.008301 Iteration 6Q: 3 clusters Score -158652.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -158743.312500 Penalty: 2404.008301 Iteration 7Q: 3 clusters Score -158743.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -158809.656250 Penalty: 2404.008301 Iteration 8Q: 3 clusters Score -158809.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -158863.375000 Penalty: 2404.008301 Iteration 9Q: 3 clusters Score -158863.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -158899.203125 Penalty: 2404.008301 Iteration 10Q: 3 clusters Score -158899.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -158935.500000 Penalty: 2404.008301 Iteration 11Q: 3 clusters Score -158935.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -158958.203125 Penalty: 2404.008301 Iteration 12Q: 3 clusters Score -158958.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -158966.750000 Penalty: 2404.008301 Iteration 13Q: 3 clusters Score -158966.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -158971.000000 Penalty: 2404.008301 Iteration 14Q: 3 clusters Score -158971 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -158975.343750 Penalty: 2404.008301 Iteration 15Q: 3 clusters Score -158975.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -158976.281250 Penalty: 2404.008301 Iteration 16Q: 3 clusters Score -158976.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -158976.671875 Penalty: 2404.008301 Iteration 17Q: 3 clusters Score -158976.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -158976.671875 Penalty: 2404.008301 Iteration 18F: 3 clusters Score -158976.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Entering Unmasked Estep Score: -213547.187500 Penalty: 1249.820068 Iteration 0F: 2 clusters Score -213547.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -211334.843750 Penalty: 2499.640137 Iteration 0F: 3 clusters Score -211334.8 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -211819.062500 Penalty: 2499.640137 Iteration 1F: 3 clusters Score -211819.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -211950.765625 Penalty: 2499.640137 Iteration 2F: 3 clusters Score -211950.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -212020.109375 Penalty: 2499.640137 Iteration 3F: 3 clusters Score -212020.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -212082.578125 Penalty: 2499.640137 Iteration 4Q: 3 clusters Score -212082.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -212128.421875 Penalty: 2499.640137 Iteration 5Q: 3 clusters Score -212128.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -212171.937500 Penalty: 2499.640137 Iteration 6Q: 3 clusters Score -212171.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -212223.203125 Penalty: 2499.640137 Iteration 7Q: 3 clusters Score -212223.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -212266.703125 Penalty: 2499.640137 Iteration 8Q: 3 clusters Score -212266.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -212298.000000 Penalty: 2499.640137 Iteration 9Q: 3 clusters Score -212298 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -212333.437500 Penalty: 2499.640137 Iteration 10Q: 3 clusters Score -212333.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -212369.015625 Penalty: 2499.640137 Iteration 11Q: 3 clusters Score -212369 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -212397.109375 Penalty: 2499.640137 Iteration 12Q: 3 clusters Score -212397.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -212416.296875 Penalty: 2499.640137 Iteration 13Q: 3 clusters Score -212416.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -212438.187500 Penalty: 2499.640137 Iteration 14Q: 3 clusters Score -212438.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -212459.031250 Penalty: 2499.640137 Iteration 15Q: 3 clusters Score -212459 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -212477.765625 Penalty: 2499.640137 Iteration 16Q: 3 clusters Score -212477.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -212496.640625 Penalty: 2499.640137 Iteration 17Q: 3 clusters Score -212496.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -212511.687500 Penalty: 2499.640137 Iteration 18Q: 3 clusters Score -212511.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -212520.843750 Penalty: 2499.640137 Iteration 19Q: 3 clusters Score -212520.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -212527.109375 Penalty: 2499.640137 Iteration 20F: 3 clusters Score -212527.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -212530.750000 Penalty: 2499.640137 Iteration 21Q: 3 clusters Score -212530.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -212533.296875 Penalty: 2499.640137 Iteration 22Q: 3 clusters Score -212533.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -212538.750000 Penalty: 2499.640137 Iteration 23Q: 3 clusters Score -212538.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -212546.125000 Penalty: 2499.640137 Iteration 24Q: 3 clusters Score -212546.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -212552.156250 Penalty: 2499.640137 Iteration 25Q: 3 clusters Score -212552.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -212563.828125 Penalty: 2499.640137 Iteration 26Q: 3 clusters Score -212563.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -212570.640625 Penalty: 2499.640137 Iteration 27Q: 3 clusters Score -212570.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -212579.078125 Penalty: 2499.640137 Iteration 28Q: 3 clusters Score -212579.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -212584.734375 Penalty: 2499.640137 Iteration 29Q: 3 clusters Score -212584.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -212591.437500 Penalty: 2499.640137 Iteration 30Q: 3 clusters Score -212591.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -212600.015625 Penalty: 2499.640137 Iteration 31Q: 3 clusters Score -212600 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -212608.156250 Penalty: 2499.640137 Iteration 32Q: 3 clusters Score -212608.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -212618.531250 Penalty: 2499.640137 Iteration 33Q: 3 clusters Score -212618.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -212627.265625 Penalty: 2499.640137 Iteration 34Q: 3 clusters Score -212627.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -212637.203125 Penalty: 2499.640137 Iteration 35Q: 3 clusters Score -212637.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -212642.296875 Penalty: 2499.640137 Iteration 36Q: 3 clusters Score -212642.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -212650.078125 Penalty: 2499.640137 Iteration 37Q: 3 clusters Score -212650.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -212657.671875 Penalty: 2499.640137 Iteration 38Q: 3 clusters Score -212657.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -212666.875000 Penalty: 2499.640137 Iteration 39Q: 3 clusters Score -212666.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -212676.859375 Penalty: 2499.640137 Iteration 40F: 3 clusters Score -212676.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -212680.140625 Penalty: 2499.640137 Iteration 41Q: 3 clusters Score -212680.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -212683.375000 Penalty: 2499.640137 Iteration 42Q: 3 clusters Score -212683.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -212684.468750 Penalty: 2499.640137 Iteration 43Q: 3 clusters Score -212684.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -212685.312500 Penalty: 2499.640137 Iteration 44Q: 3 clusters Score -212685.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -212685.750000 Penalty: 2499.640137 Iteration 45Q: 3 clusters Score -212685.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -212686.734375 Penalty: 2499.640137 Iteration 46Q: 3 clusters Score -212686.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -212687.625000 Penalty: 2499.640137 Iteration 47Q: 3 clusters Score -212687.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -212688.171875 Penalty: 2499.640137 Iteration 48Q: 3 clusters Score -212688.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -212688.265625 Penalty: 2499.640137 Iteration 49Q: 3 clusters Score -212688.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -212690.390625 Penalty: 2499.640137 Iteration 50Q: 3 clusters Score -212690.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -212692.500000 Penalty: 2499.640137 Iteration 51Q: 3 clusters Score -212692.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -212697.140625 Penalty: 2499.640137 Iteration 52Q: 3 clusters Score -212697.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -212704.968750 Penalty: 2499.640137 Iteration 53Q: 3 clusters Score -212705 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -212707.687500 Penalty: 2499.640137 Iteration 54Q: 3 clusters Score -212707.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -212711.656250 Penalty: 2499.640137 Iteration 55Q: 3 clusters Score -212711.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -212714.687500 Penalty: 2499.640137 Iteration 56Q: 3 clusters Score -212714.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -212718.843750 Penalty: 2499.640137 Iteration 57Q: 3 clusters Score -212718.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -212721.093750 Penalty: 2499.640137 Iteration 58Q: 3 clusters Score -212721.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -212722.796875 Penalty: 2499.640137 Iteration 59Q: 3 clusters Score -212722.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -212723.093750 Penalty: 2499.640137 Iteration 60F: 3 clusters Score -212723.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Entering Unmasked Estep Score: -442803.625000 Penalty: 1365.034058 Iteration 0F: 2 clusters Score -442803.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -439133.781250 Penalty: 2730.068115 Iteration 0F: 3 clusters Score -439133.8 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -440051.968750 Penalty: 2730.068115 Iteration 1F: 3 clusters Score -440052 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -440230.781250 Penalty: 2730.068115 Iteration 2F: 3 clusters Score -440230.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -440365.500000 Penalty: 2730.068115 Iteration 3F: 3 clusters Score -440365.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -440461.468750 Penalty: 2730.068115 Iteration 4Q: 3 clusters Score -440461.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -440536.093750 Penalty: 2730.068115 Iteration 5Q: 3 clusters Score -440536.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -440597.500000 Penalty: 2730.068115 Iteration 6Q: 3 clusters Score -440597.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -440653.218750 Penalty: 2730.068115 Iteration 7Q: 3 clusters Score -440653.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -440714.750000 Penalty: 2730.068115 Iteration 8Q: 3 clusters Score -440714.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -440786.250000 Penalty: 2730.068115 Iteration 9Q: 3 clusters Score -440786.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -440851.968750 Penalty: 2730.068115 Iteration 10Q: 3 clusters Score -440852 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -440917.750000 Penalty: 2730.068115 Iteration 11Q: 3 clusters Score -440917.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -440987.625000 Penalty: 2730.068115 Iteration 12Q: 3 clusters Score -440987.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -441053.781250 Penalty: 2730.068115 Iteration 13Q: 3 clusters Score -441053.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -441123.843750 Penalty: 2730.068115 Iteration 14Q: 3 clusters Score -441123.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -441187.781250 Penalty: 2730.068115 Iteration 15Q: 3 clusters Score -441187.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -441253.000000 Penalty: 2730.068115 Iteration 16Q: 3 clusters Score -441253 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -441308.093750 Penalty: 2730.068115 Iteration 17Q: 3 clusters Score -441308.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -441360.062500 Penalty: 2730.068115 Iteration 18Q: 3 clusters Score -441360.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -441411.531250 Penalty: 2730.068115 Iteration 19Q: 3 clusters Score -441411.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -441465.125000 Penalty: 2730.068115 Iteration 20F: 3 clusters Score -441465.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -441526.093750 Penalty: 2730.068115 Iteration 21Q: 3 clusters Score -441526.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -441594.812500 Penalty: 2730.068115 Iteration 22Q: 3 clusters Score -441594.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -441678.343750 Penalty: 2730.068115 Iteration 23Q: 3 clusters Score -441678.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -441741.375000 Penalty: 2730.068115 Iteration 24Q: 3 clusters Score -441741.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -441785.187500 Penalty: 2730.068115 Iteration 25Q: 3 clusters Score -441785.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -441823.250000 Penalty: 2730.068115 Iteration 26Q: 3 clusters Score -441823.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -441855.812500 Penalty: 2730.068115 Iteration 27Q: 3 clusters Score -441855.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -441885.687500 Penalty: 2730.068115 Iteration 28Q: 3 clusters Score -441885.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -441901.125000 Penalty: 2730.068115 Iteration 29Q: 3 clusters Score -441901.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -441914.687500 Penalty: 2730.068115 Iteration 30Q: 3 clusters Score -441914.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -441929.218750 Penalty: 2730.068115 Iteration 31Q: 3 clusters Score -441929.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -441938.656250 Penalty: 2730.068115 Iteration 32Q: 3 clusters Score -441938.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -441947.937500 Penalty: 2730.068115 Iteration 33Q: 3 clusters Score -441947.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -441957.812500 Penalty: 2730.068115 Iteration 34Q: 3 clusters Score -441957.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -441964.062500 Penalty: 2730.068115 Iteration 35Q: 3 clusters Score -441964.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -441970.937500 Penalty: 2730.068115 Iteration 36Q: 3 clusters Score -441970.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -441978.437500 Penalty: 2730.068115 Iteration 37Q: 3 clusters Score -441978.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -441984.218750 Penalty: 2730.068115 Iteration 38Q: 3 clusters Score -441984.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -441990.656250 Penalty: 2730.068115 Iteration 39Q: 3 clusters Score -441990.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -441995.781250 Penalty: 2730.068115 Iteration 40F: 3 clusters Score -441995.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -441998.968750 Penalty: 2730.068115 Iteration 41Q: 3 clusters Score -441999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -442002.531250 Penalty: 2730.068115 Iteration 42Q: 3 clusters Score -442002.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -442006.093750 Penalty: 2730.068115 Iteration 43Q: 3 clusters Score -442006.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -442008.500000 Penalty: 2730.068115 Iteration 44Q: 3 clusters Score -442008.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -442009.656250 Penalty: 2730.068115 Iteration 45Q: 3 clusters Score -442009.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -442012.531250 Penalty: 2730.068115 Iteration 46Q: 3 clusters Score -442012.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -442014.187500 Penalty: 2730.068115 Iteration 47Q: 3 clusters Score -442014.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -442014.937500 Penalty: 2730.068115 Iteration 48Q: 3 clusters Score -442014.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -442014.906250 Penalty: 2730.068115 Iteration 49Q: 3 clusters Score -442014.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -442015.031250 Penalty: 2730.068115 Iteration 50Q: 3 clusters Score -442015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -442014.937500 Penalty: 2730.068115 Iteration 51Q: 3 clusters Score -442014.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -442015.937500 Penalty: 2730.068115 Iteration 52Q: 3 clusters Score -442015.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -442017.593750 Penalty: 2730.068115 Iteration 53Q: 3 clusters Score -442017.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -442018.218750 Penalty: 2730.068115 Iteration 54Q: 3 clusters Score -442018.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -442018.218750 Penalty: 2730.068115 Iteration 55F: 3 clusters Score -442018.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Entering Unmasked Estep Score: -1334676.000000 Penalty: 1550.996826 Iteration 0F: 2 clusters Score -1334676 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -1324959.875000 Penalty: 3101.993652 Iteration 0F: 3 clusters Score -1324960 nChanged 6233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -1328569.625000 Penalty: 3101.993652 Iteration 1F: 3 clusters Score -1328570 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -1329045.375000 Penalty: 3101.993652 Iteration 2F: 3 clusters Score -1329045 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -1329483.875000 Penalty: 3101.993652 Iteration 3F: 3 clusters Score -1329484 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -1329859.500000 Penalty: 3101.993652 Iteration 4F: 3 clusters Score -1329860 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -1330211.500000 Penalty: 3101.993652 Iteration 5Q: 3 clusters Score -1330212 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -1330590.375000 Penalty: 3101.993652 Iteration 6Q: 3 clusters Score -1330590 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -1330979.125000 Penalty: 3101.993652 Iteration 7Q: 3 clusters Score -1330979 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 9420 members Entering Unmasked Estep Score: -1331381.000000 Penalty: 3101.993652 Iteration 8Q: 3 clusters Score -1331381 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -1331729.375000 Penalty: 3101.993652 Iteration 9Q: 3 clusters Score -1331729 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -1332015.125000 Penalty: 3101.993652 Iteration 10Q: 3 clusters Score -1332015 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -1332224.125000 Penalty: 3101.993652 Iteration 11Q: 3 clusters Score -1332224 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -1332364.250000 Penalty: 3101.993652 Iteration 12Q: 3 clusters Score -1332364 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -1332465.125000 Penalty: 3101.993652 Iteration 13Q: 3 clusters Score -1332465 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -1332550.500000 Penalty: 3101.993652 Iteration 14Q: 3 clusters Score -1332550 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 11033 members Entering Unmasked Estep Score: -1332629.500000 Penalty: 3101.993652 Iteration 15Q: 3 clusters Score -1332630 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -1332704.625000 Penalty: 3101.993652 Iteration 16Q: 3 clusters Score -1332705 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 11317 members Entering Unmasked Estep Score: -1332770.750000 Penalty: 3101.993652 Iteration 17Q: 3 clusters Score -1332771 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 11447 members Entering Unmasked Estep Score: -1332819.875000 Penalty: 3101.993652 Iteration 18Q: 3 clusters Score -1332820 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -1332879.000000 Penalty: 3101.993652 Iteration 19Q: 3 clusters Score -1332879 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -1332941.500000 Penalty: 3101.993652 Iteration 20F: 3 clusters Score -1332942 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1332983.750000 Penalty: 3101.993652 Iteration 21Q: 3 clusters Score -1332984 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 11909 members Entering Unmasked Estep Score: -1333026.875000 Penalty: 3101.993652 Iteration 22Q: 3 clusters Score -1333027 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -1333067.500000 Penalty: 3101.993652 Iteration 23Q: 3 clusters Score -1333068 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -1333116.500000 Penalty: 3101.993652 Iteration 24Q: 3 clusters Score -1333116 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -1333146.375000 Penalty: 3101.993652 Iteration 25Q: 3 clusters Score -1333146 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -1333180.375000 Penalty: 3101.993652 Iteration 26Q: 3 clusters Score -1333180 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -1333207.125000 Penalty: 3101.993652 Iteration 27Q: 3 clusters Score -1333207 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -1333229.875000 Penalty: 3101.993652 Iteration 28Q: 3 clusters Score -1333230 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 12481 members Entering Unmasked Estep Score: -1333246.625000 Penalty: 3101.993652 Iteration 29Q: 3 clusters Score -1333247 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 12528 members Entering Unmasked Estep Score: -1333265.500000 Penalty: 3101.993652 Iteration 30Q: 3 clusters Score -1333266 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 12566 members Entering Unmasked Estep Score: -1333279.625000 Penalty: 3101.993652 Iteration 31Q: 3 clusters Score -1333280 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 12591 members Entering Unmasked Estep Score: -1333276.875000 Penalty: 3101.993652 Iteration 32Q: 3 clusters Score -1333277 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 12604 members Entering Unmasked Estep Score: -1333280.875000 Penalty: 3101.993652 Iteration 33Q: 3 clusters Score -1333281 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -1333286.250000 Penalty: 3101.993652 Iteration 34Q: 3 clusters Score -1333286 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 12637 members Entering Unmasked Estep Score: -1333285.250000 Penalty: 3101.993652 Iteration 35Q: 3 clusters Score -1333285 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 12653 members Entering Unmasked Estep Score: -1333288.875000 Penalty: 3101.993652 Iteration 36Q: 3 clusters Score -1333289 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -1333295.375000 Penalty: 3101.993652 Iteration 37Q: 3 clusters Score -1333295 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 12682 members Entering Unmasked Estep Score: -1333300.875000 Penalty: 3101.993652 Iteration 38Q: 3 clusters Score -1333301 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 12703 members Entering Unmasked Estep Score: -1333312.125000 Penalty: 3101.993652 Iteration 39Q: 3 clusters Score -1333312 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 12727 members Entering Unmasked Estep Score: -1333319.000000 Penalty: 3101.993652 Iteration 40F: 3 clusters Score -1333319 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -1333320.625000 Penalty: 3101.993652 Iteration 41Q: 3 clusters Score -1333321 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 12744 members Entering Unmasked Estep Score: -1333325.000000 Penalty: 3101.993652 Iteration 42Q: 3 clusters Score -1333325 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -1333326.750000 Penalty: 3101.993652 Iteration 43Q: 3 clusters Score -1333327 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -1333325.125000 Penalty: 3101.993652 Iteration 44Q: 3 clusters Score -1333325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 12754 members Entering Unmasked Estep Score: -1333324.125000 Penalty: 3101.993652 Iteration 45Q: 3 clusters Score -1333324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -1333326.750000 Penalty: 3101.993652 Iteration 46Q: 3 clusters Score -1333327 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -1333326.750000 Penalty: 3101.993652 Iteration 47F: 3 clusters Score -1333327 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Entering Unmasked Estep Score: -80924.742188 Penalty: 1110.717529 Iteration 0F: 2 clusters Score -80924.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -79541.257812 Penalty: 2221.435059 Iteration 0F: 3 clusters Score -79541.26 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -79802.937500 Penalty: 2221.435059 Iteration 1F: 3 clusters Score -79802.94 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -79909.968750 Penalty: 2221.435059 Iteration 2F: 3 clusters Score -79909.97 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -79947.132812 Penalty: 2221.435059 Iteration 3Q: 3 clusters Score -79947.13 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -79972.273438 Penalty: 2221.435059 Iteration 4Q: 3 clusters Score -79972.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -79981.539062 Penalty: 2221.435059 Iteration 5Q: 3 clusters Score -79981.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -79985.070312 Penalty: 2221.435059 Iteration 6Q: 3 clusters Score -79985.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -79987.953125 Penalty: 2221.435059 Iteration 7Q: 3 clusters Score -79987.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -79987.953125 Penalty: 2221.435059 Iteration 8F: 3 clusters Score -79987.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Entering Unmasked Estep Score: -30944.476562 Penalty: 925.777710 Iteration 0F: 2 clusters Score -30944.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -30026.427734 Penalty: 1851.555420 Iteration 0F: 3 clusters Score -30026.43 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -30135.257812 Penalty: 1851.555420 Iteration 1F: 3 clusters Score -30135.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -30175.669922 Penalty: 1851.555420 Iteration 2F: 3 clusters Score -30175.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30180.253906 Penalty: 1851.555420 Iteration 3Q: 3 clusters Score -30180.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30180.253906 Penalty: 1851.555420 Iteration 4F: 3 clusters Score -30180.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Entering Unmasked Estep Score: -89172.554688 Penalty: 1106.289429 Iteration 0F: 2 clusters Score -89172.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -87829.398438 Penalty: 2212.578857 Iteration 0F: 3 clusters Score -87829.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -88114.148438 Penalty: 2212.578857 Iteration 1F: 3 clusters Score -88114.15 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -88241.437500 Penalty: 2212.578857 Iteration 2F: 3 clusters Score -88241.44 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -88335.539062 Penalty: 2212.578857 Iteration 3F: 3 clusters Score -88335.54 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -88387.343750 Penalty: 2212.578857 Iteration 4Q: 3 clusters Score -88387.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -88413.007812 Penalty: 2212.578857 Iteration 5Q: 3 clusters Score -88413.01 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -88446.992188 Penalty: 2212.578857 Iteration 6Q: 3 clusters Score -88446.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -88505.781250 Penalty: 2212.578857 Iteration 7Q: 3 clusters Score -88505.78 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -88541.984375 Penalty: 2212.578857 Iteration 8Q: 3 clusters Score -88541.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -88563.437500 Penalty: 2212.578857 Iteration 9Q: 3 clusters Score -88563.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -88581.335938 Penalty: 2212.578857 Iteration 10Q: 3 clusters Score -88581.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -88597.375000 Penalty: 2212.578857 Iteration 11Q: 3 clusters Score -88597.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -88609.070312 Penalty: 2212.578857 Iteration 12Q: 3 clusters Score -88609.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -88611.968750 Penalty: 2212.578857 Iteration 13Q: 3 clusters Score -88611.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -88614.531250 Penalty: 2212.578857 Iteration 14Q: 3 clusters Score -88614.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -88618.664062 Penalty: 2212.578857 Iteration 15Q: 3 clusters Score -88618.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -88622.453125 Penalty: 2212.578857 Iteration 16Q: 3 clusters Score -88622.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -88624.851562 Penalty: 2212.578857 Iteration 17Q: 3 clusters Score -88624.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -88625.640625 Penalty: 2212.578857 Iteration 18Q: 3 clusters Score -88625.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -88626.523438 Penalty: 2212.578857 Iteration 19Q: 3 clusters Score -88626.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -88631.734375 Penalty: 2212.578857 Iteration 20F: 3 clusters Score -88631.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -88645.218750 Penalty: 2212.578857 Iteration 21Q: 3 clusters Score -88645.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -88673.976562 Penalty: 2212.578857 Iteration 22Q: 3 clusters Score -88673.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -88712.765625 Penalty: 2212.578857 Iteration 23Q: 3 clusters Score -88712.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -88739.312500 Penalty: 2212.578857 Iteration 24Q: 3 clusters Score -88739.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -88751.921875 Penalty: 2212.578857 Iteration 25Q: 3 clusters Score -88751.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -88766.445312 Penalty: 2212.578857 Iteration 26Q: 3 clusters Score -88766.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -88787.632812 Penalty: 2212.578857 Iteration 27Q: 3 clusters Score -88787.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -88837.132812 Penalty: 2212.578857 Iteration 28Q: 3 clusters Score -88837.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -88864.898438 Penalty: 2212.578857 Iteration 29Q: 3 clusters Score -88864.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -88884.703125 Penalty: 2212.578857 Iteration 30Q: 3 clusters Score -88884.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -88894.718750 Penalty: 2212.578857 Iteration 31Q: 3 clusters Score -88894.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -88905.703125 Penalty: 2212.578857 Iteration 32Q: 3 clusters Score -88905.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -88913.445312 Penalty: 2212.578857 Iteration 33Q: 3 clusters Score -88913.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -88918.968750 Penalty: 2212.578857 Iteration 34Q: 3 clusters Score -88918.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -88921.367188 Penalty: 2212.578857 Iteration 35Q: 3 clusters Score -88921.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -88923.734375 Penalty: 2212.578857 Iteration 36Q: 3 clusters Score -88923.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -88929.234375 Penalty: 2212.578857 Iteration 37Q: 3 clusters Score -88929.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -88930.968750 Penalty: 2212.578857 Iteration 38Q: 3 clusters Score -88930.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -88934.726562 Penalty: 2212.578857 Iteration 39Q: 3 clusters Score -88934.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -88944.421875 Penalty: 2212.578857 Iteration 40F: 3 clusters Score -88944.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -88957.281250 Penalty: 2212.578857 Iteration 41Q: 3 clusters Score -88957.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -88972.562500 Penalty: 2212.578857 Iteration 42Q: 3 clusters Score -88972.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -88988.312500 Penalty: 2212.578857 Iteration 43Q: 3 clusters Score -88988.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -88993.226562 Penalty: 2212.578857 Iteration 44Q: 3 clusters Score -88993.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -89003.617188 Penalty: 2212.578857 Iteration 45Q: 3 clusters Score -89003.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -89012.695312 Penalty: 2212.578857 Iteration 46Q: 3 clusters Score -89012.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -89025.226562 Penalty: 2212.578857 Iteration 47Q: 3 clusters Score -89025.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -89033.390625 Penalty: 2212.578857 Iteration 48Q: 3 clusters Score -89033.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -89037.992188 Penalty: 2212.578857 Iteration 49Q: 3 clusters Score -89037.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -89042.367188 Penalty: 2212.578857 Iteration 50Q: 3 clusters Score -89042.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -89044.546875 Penalty: 2212.578857 Iteration 51Q: 3 clusters Score -89044.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -89048.648438 Penalty: 2212.578857 Iteration 52Q: 3 clusters Score -89048.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -89054.992188 Penalty: 2212.578857 Iteration 53Q: 3 clusters Score -89054.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -89067.226562 Penalty: 2212.578857 Iteration 54Q: 3 clusters Score -89067.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -89072.906250 Penalty: 2212.578857 Iteration 55Q: 3 clusters Score -89072.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -89074.750000 Penalty: 2212.578857 Iteration 56Q: 3 clusters Score -89074.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -89081.242188 Penalty: 2212.578857 Iteration 57Q: 3 clusters Score -89081.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -89085.101562 Penalty: 2212.578857 Iteration 58Q: 3 clusters Score -89085.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -89088.101562 Penalty: 2212.578857 Iteration 59Q: 3 clusters Score -89088.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -89089.992188 Penalty: 2212.578857 Iteration 60F: 3 clusters Score -89089.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -89090.421875 Penalty: 2212.578857 Iteration 61Q: 3 clusters Score -89090.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -89090.421875 Penalty: 2212.578857 Iteration 62F: 3 clusters Score -89090.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Entering Unmasked Estep Score: -868757.312500 Penalty: 1475.574707 Iteration 0F: 2 clusters Score -868757.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -862441.750000 Penalty: 2951.149414 Iteration 0F: 3 clusters Score -862441.8 nChanged 3707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -864373.562500 Penalty: 2951.149414 Iteration 1F: 3 clusters Score -864373.6 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -864547.312500 Penalty: 2951.149414 Iteration 2F: 3 clusters Score -864547.3 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -864680.437500 Penalty: 2951.149414 Iteration 3Q: 3 clusters Score -864680.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -864820.375000 Penalty: 2951.149414 Iteration 4Q: 3 clusters Score -864820.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -864997.812500 Penalty: 2951.149414 Iteration 5Q: 3 clusters Score -864997.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -865198.687500 Penalty: 2951.149414 Iteration 6Q: 3 clusters Score -865198.7 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -865435.312500 Penalty: 2951.149414 Iteration 7Q: 3 clusters Score -865435.3 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -865683.062500 Penalty: 2951.149414 Iteration 8Q: 3 clusters Score -865683.1 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -865925.812500 Penalty: 2951.149414 Iteration 9Q: 3 clusters Score -865925.8 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -866155.625000 Penalty: 2951.149414 Iteration 10Q: 3 clusters Score -866155.6 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -866378.812500 Penalty: 2951.149414 Iteration 11Q: 3 clusters Score -866378.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -866610.875000 Penalty: 2951.149414 Iteration 12Q: 3 clusters Score -866610.9 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -866834.375000 Penalty: 2951.149414 Iteration 13Q: 3 clusters Score -866834.4 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -867066.125000 Penalty: 2951.149414 Iteration 14Q: 3 clusters Score -867066.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -867252.812500 Penalty: 2951.149414 Iteration 15Q: 3 clusters Score -867252.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -867373.062500 Penalty: 2951.149414 Iteration 16Q: 3 clusters Score -867373.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -867470.937500 Penalty: 2951.149414 Iteration 17Q: 3 clusters Score -867470.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -867561.937500 Penalty: 2951.149414 Iteration 18Q: 3 clusters Score -867561.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -867612.875000 Penalty: 2951.149414 Iteration 19Q: 3 clusters Score -867612.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -867650.500000 Penalty: 2951.149414 Iteration 20F: 3 clusters Score -867650.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -867675.125000 Penalty: 2951.149414 Iteration 21Q: 3 clusters Score -867675.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -867695.687500 Penalty: 2951.149414 Iteration 22Q: 3 clusters Score -867695.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -867708.687500 Penalty: 2951.149414 Iteration 23Q: 3 clusters Score -867708.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -867719.625000 Penalty: 2951.149414 Iteration 24Q: 3 clusters Score -867719.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -867724.312500 Penalty: 2951.149414 Iteration 25Q: 3 clusters Score -867724.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -867726.000000 Penalty: 2951.149414 Iteration 26Q: 3 clusters Score -867726 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -867730.812500 Penalty: 2951.149414 Iteration 27Q: 3 clusters Score -867730.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -867734.937500 Penalty: 2951.149414 Iteration 28Q: 3 clusters Score -867734.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -867737.312500 Penalty: 2951.149414 Iteration 29Q: 3 clusters Score -867737.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -867740.750000 Penalty: 2951.149414 Iteration 30Q: 3 clusters Score -867740.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -867743.500000 Penalty: 2951.149414 Iteration 31Q: 3 clusters Score -867743.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -867747.437500 Penalty: 2951.149414 Iteration 32Q: 3 clusters Score -867747.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -867751.062500 Penalty: 2951.149414 Iteration 33Q: 3 clusters Score -867751.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -867753.062500 Penalty: 2951.149414 Iteration 34Q: 3 clusters Score -867753.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -867753.937500 Penalty: 2951.149414 Iteration 35Q: 3 clusters Score -867753.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -867755.562500 Penalty: 2951.149414 Iteration 36Q: 3 clusters Score -867755.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -867755.187500 Penalty: 2951.149414 Iteration 37Q: 3 clusters Score -867755.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -867756.062500 Penalty: 2951.149414 Iteration 38Q: 3 clusters Score -867756.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -867756.062500 Penalty: 2951.149414 Iteration 39F: 3 clusters Score -867756.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Entering Unmasked Estep Score: -219164.328125 Penalty: 1252.908325 Iteration 0F: 2 clusters Score -219164.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -216929.609375 Penalty: 2505.816650 Iteration 0F: 3 clusters Score -216929.6 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -217580.953125 Penalty: 2505.816650 Iteration 1F: 3 clusters Score -217581 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -217860.687500 Penalty: 2505.816650 Iteration 2F: 3 clusters Score -217860.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -218047.218750 Penalty: 2505.816650 Iteration 3F: 3 clusters Score -218047.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -218148.734375 Penalty: 2505.816650 Iteration 4Q: 3 clusters Score -218148.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -218201.328125 Penalty: 2505.816650 Iteration 5Q: 3 clusters Score -218201.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -218249.515625 Penalty: 2505.816650 Iteration 6Q: 3 clusters Score -218249.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -218276.843750 Penalty: 2505.816650 Iteration 7Q: 3 clusters Score -218276.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -218294.703125 Penalty: 2505.816650 Iteration 8Q: 3 clusters Score -218294.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -218310.312500 Penalty: 2505.816650 Iteration 9Q: 3 clusters Score -218310.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -218321.437500 Penalty: 2505.816650 Iteration 10Q: 3 clusters Score -218321.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -218330.265625 Penalty: 2505.816650 Iteration 11Q: 3 clusters Score -218330.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -218336.468750 Penalty: 2505.816650 Iteration 12Q: 3 clusters Score -218336.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -218340.859375 Penalty: 2505.816650 Iteration 13Q: 3 clusters Score -218340.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -218342.343750 Penalty: 2505.816650 Iteration 14Q: 3 clusters Score -218342.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -218345.500000 Penalty: 2505.816650 Iteration 15Q: 3 clusters Score -218345.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -218348.093750 Penalty: 2505.816650 Iteration 16Q: 3 clusters Score -218348.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -218349.828125 Penalty: 2505.816650 Iteration 17Q: 3 clusters Score -218349.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -218351.437500 Penalty: 2505.816650 Iteration 18Q: 3 clusters Score -218351.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -218353.015625 Penalty: 2505.816650 Iteration 19Q: 3 clusters Score -218353 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -218354.796875 Penalty: 2505.816650 Iteration 20F: 3 clusters Score -218354.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -218355.828125 Penalty: 2505.816650 Iteration 21Q: 3 clusters Score -218355.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -218356.421875 Penalty: 2505.816650 Iteration 22Q: 3 clusters Score -218356.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -218356.828125 Penalty: 2505.816650 Iteration 23Q: 3 clusters Score -218356.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -218357.015625 Penalty: 2505.816650 Iteration 24Q: 3 clusters Score -218357 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -218357.015625 Penalty: 2505.816650 Iteration 25F: 3 clusters Score -218357 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Entering Unmasked Estep Score: -701260.875000 Penalty: 1442.846436 Iteration 0F: 2 clusters Score -701260.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -695883.937500 Penalty: 2885.692871 Iteration 0F: 3 clusters Score -695883.9 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -697535.062500 Penalty: 2885.692871 Iteration 1F: 3 clusters Score -697535.1 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -697742.250000 Penalty: 2885.692871 Iteration 2F: 3 clusters Score -697742.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -697891.000000 Penalty: 2885.692871 Iteration 3Q: 3 clusters Score -697891 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -698014.187500 Penalty: 2885.692871 Iteration 4Q: 3 clusters Score -698014.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -698133.437500 Penalty: 2885.692871 Iteration 5Q: 3 clusters Score -698133.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -698257.812500 Penalty: 2885.692871 Iteration 6Q: 3 clusters Score -698257.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -698432.125000 Penalty: 2885.692871 Iteration 7Q: 3 clusters Score -698432.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -698642.750000 Penalty: 2885.692871 Iteration 8Q: 3 clusters Score -698642.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -698863.187500 Penalty: 2885.692871 Iteration 9Q: 3 clusters Score -698863.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -699053.437500 Penalty: 2885.692871 Iteration 10Q: 3 clusters Score -699053.4 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -699252.750000 Penalty: 2885.692871 Iteration 11Q: 3 clusters Score -699252.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -699439.125000 Penalty: 2885.692871 Iteration 12Q: 3 clusters Score -699439.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -699573.062500 Penalty: 2885.692871 Iteration 13Q: 3 clusters Score -699573.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -699665.312500 Penalty: 2885.692871 Iteration 14Q: 3 clusters Score -699665.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -699734.375000 Penalty: 2885.692871 Iteration 15Q: 3 clusters Score -699734.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -699786.250000 Penalty: 2885.692871 Iteration 16Q: 3 clusters Score -699786.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -699819.125000 Penalty: 2885.692871 Iteration 17Q: 3 clusters Score -699819.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -699851.125000 Penalty: 2885.692871 Iteration 18Q: 3 clusters Score -699851.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -699886.562500 Penalty: 2885.692871 Iteration 19Q: 3 clusters Score -699886.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -699920.125000 Penalty: 2885.692871 Iteration 20F: 3 clusters Score -699920.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -699949.062500 Penalty: 2885.692871 Iteration 21Q: 3 clusters Score -699949.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -699970.437500 Penalty: 2885.692871 Iteration 22Q: 3 clusters Score -699970.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -699993.875000 Penalty: 2885.692871 Iteration 23Q: 3 clusters Score -699993.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -700009.125000 Penalty: 2885.692871 Iteration 24Q: 3 clusters Score -700009.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -700027.187500 Penalty: 2885.692871 Iteration 25Q: 3 clusters Score -700027.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -700041.062500 Penalty: 2885.692871 Iteration 26Q: 3 clusters Score -700041.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -700053.187500 Penalty: 2885.692871 Iteration 27Q: 3 clusters Score -700053.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -700068.062500 Penalty: 2885.692871 Iteration 28Q: 3 clusters Score -700068.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -700083.875000 Penalty: 2885.692871 Iteration 29Q: 3 clusters Score -700083.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -700099.937500 Penalty: 2885.692871 Iteration 30Q: 3 clusters Score -700099.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -700119.250000 Penalty: 2885.692871 Iteration 31Q: 3 clusters Score -700119.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -700140.375000 Penalty: 2885.692871 Iteration 32Q: 3 clusters Score -700140.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -700158.937500 Penalty: 2885.692871 Iteration 33Q: 3 clusters Score -700158.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -700171.500000 Penalty: 2885.692871 Iteration 34Q: 3 clusters Score -700171.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -700180.812500 Penalty: 2885.692871 Iteration 35Q: 3 clusters Score -700180.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -700191.437500 Penalty: 2885.692871 Iteration 36Q: 3 clusters Score -700191.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -700206.437500 Penalty: 2885.692871 Iteration 37Q: 3 clusters Score -700206.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -700218.687500 Penalty: 2885.692871 Iteration 38Q: 3 clusters Score -700218.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -700228.937500 Penalty: 2885.692871 Iteration 39Q: 3 clusters Score -700228.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -700239.062500 Penalty: 2885.692871 Iteration 40F: 3 clusters Score -700239.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -700254.250000 Penalty: 2885.692871 Iteration 41Q: 3 clusters Score -700254.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -700261.750000 Penalty: 2885.692871 Iteration 42Q: 3 clusters Score -700261.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -700268.750000 Penalty: 2885.692871 Iteration 43Q: 3 clusters Score -700268.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -700275.437500 Penalty: 2885.692871 Iteration 44Q: 3 clusters Score -700275.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -700279.187500 Penalty: 2885.692871 Iteration 45Q: 3 clusters Score -700279.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -700287.187500 Penalty: 2885.692871 Iteration 46Q: 3 clusters Score -700287.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -700290.125000 Penalty: 2885.692871 Iteration 47Q: 3 clusters Score -700290.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -700293.687500 Penalty: 2885.692871 Iteration 48Q: 3 clusters Score -700293.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -700295.812500 Penalty: 2885.692871 Iteration 49Q: 3 clusters Score -700295.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -700296.562500 Penalty: 2885.692871 Iteration 50Q: 3 clusters Score -700296.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -700298.875000 Penalty: 2885.692871 Iteration 51Q: 3 clusters Score -700298.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -700299.437500 Penalty: 2885.692871 Iteration 52Q: 3 clusters Score -700299.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -700300.562500 Penalty: 2885.692871 Iteration 53Q: 3 clusters Score -700300.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -700302.875000 Penalty: 2885.692871 Iteration 54Q: 3 clusters Score -700302.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -700302.625000 Penalty: 2885.692871 Iteration 55Q: 3 clusters Score -700302.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -700302.625000 Penalty: 2885.692871 Iteration 56F: 3 clusters Score -700302.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Entering Unmasked Estep Score: -831553.187500 Penalty: 1469.004272 Iteration 0F: 2 clusters Score -831553.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -825386.250000 Penalty: 2938.008545 Iteration 0F: 3 clusters Score -825386.2 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -827403.562500 Penalty: 2938.008545 Iteration 1F: 3 clusters Score -827403.6 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -827637.187500 Penalty: 2938.008545 Iteration 2F: 3 clusters Score -827637.2 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -827799.750000 Penalty: 2938.008545 Iteration 3Q: 3 clusters Score -827799.8 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -827945.312500 Penalty: 2938.008545 Iteration 4Q: 3 clusters Score -827945.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -828071.250000 Penalty: 2938.008545 Iteration 5Q: 3 clusters Score -828071.2 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -828183.750000 Penalty: 2938.008545 Iteration 6Q: 3 clusters Score -828183.8 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -828322.062500 Penalty: 2938.008545 Iteration 7Q: 3 clusters Score -828322.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -828487.125000 Penalty: 2938.008545 Iteration 8Q: 3 clusters Score -828487.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -828655.062500 Penalty: 2938.008545 Iteration 9Q: 3 clusters Score -828655.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -828829.937500 Penalty: 2938.008545 Iteration 10Q: 3 clusters Score -828829.9 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -829010.000000 Penalty: 2938.008545 Iteration 11Q: 3 clusters Score -829010 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -829189.437500 Penalty: 2938.008545 Iteration 12Q: 3 clusters Score -829189.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -829354.125000 Penalty: 2938.008545 Iteration 13Q: 3 clusters Score -829354.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -829503.125000 Penalty: 2938.008545 Iteration 14Q: 3 clusters Score -829503.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -829628.625000 Penalty: 2938.008545 Iteration 15Q: 3 clusters Score -829628.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -829741.937500 Penalty: 2938.008545 Iteration 16Q: 3 clusters Score -829741.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -829843.125000 Penalty: 2938.008545 Iteration 17Q: 3 clusters Score -829843.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -829938.937500 Penalty: 2938.008545 Iteration 18Q: 3 clusters Score -829938.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -830017.625000 Penalty: 2938.008545 Iteration 19Q: 3 clusters Score -830017.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -830091.375000 Penalty: 2938.008545 Iteration 20F: 3 clusters Score -830091.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -830141.625000 Penalty: 2938.008545 Iteration 21Q: 3 clusters Score -830141.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -830172.812500 Penalty: 2938.008545 Iteration 22Q: 3 clusters Score -830172.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -830195.437500 Penalty: 2938.008545 Iteration 23Q: 3 clusters Score -830195.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -830207.812500 Penalty: 2938.008545 Iteration 24Q: 3 clusters Score -830207.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -830218.812500 Penalty: 2938.008545 Iteration 25Q: 3 clusters Score -830218.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8151 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -830234.562500 Penalty: 2938.008545 Iteration 26Q: 3 clusters Score -830234.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -830246.187500 Penalty: 2938.008545 Iteration 27Q: 3 clusters Score -830246.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -830252.000000 Penalty: 2938.008545 Iteration 28Q: 3 clusters Score -830252 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -830253.312500 Penalty: 2938.008545 Iteration 29Q: 3 clusters Score -830253.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -830256.375000 Penalty: 2938.008545 Iteration 30Q: 3 clusters Score -830256.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -830257.062500 Penalty: 2938.008545 Iteration 31Q: 3 clusters Score -830257.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -830258.687500 Penalty: 2938.008545 Iteration 32Q: 3 clusters Score -830258.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -830260.875000 Penalty: 2938.008545 Iteration 33Q: 3 clusters Score -830260.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -830261.625000 Penalty: 2938.008545 Iteration 34Q: 3 clusters Score -830261.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -830261.625000 Penalty: 2938.008545 Iteration 35F: 3 clusters Score -830261.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Entering Unmasked Estep Score: -138256.937500 Penalty: 1184.672607 Iteration 0F: 2 clusters Score -138256.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -136483.656250 Penalty: 2369.345215 Iteration 0F: 3 clusters Score -136483.7 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -136884.140625 Penalty: 2369.345215 Iteration 1F: 3 clusters Score -136884.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -137009.015625 Penalty: 2369.345215 Iteration 2F: 3 clusters Score -137009 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -137098.125000 Penalty: 2369.345215 Iteration 3F: 3 clusters Score -137098.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -137176.750000 Penalty: 2369.345215 Iteration 4Q: 3 clusters Score -137176.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -137277.703125 Penalty: 2369.345215 Iteration 5Q: 3 clusters Score -137277.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -137372.562500 Penalty: 2369.345215 Iteration 6Q: 3 clusters Score -137372.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -137502.734375 Penalty: 2369.345215 Iteration 7Q: 3 clusters Score -137502.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -137589.218750 Penalty: 2369.345215 Iteration 8Q: 3 clusters Score -137589.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -137634.890625 Penalty: 2369.345215 Iteration 9Q: 3 clusters Score -137634.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -137678.218750 Penalty: 2369.345215 Iteration 10Q: 3 clusters Score -137678.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -137713.703125 Penalty: 2369.345215 Iteration 11Q: 3 clusters Score -137713.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -137749.406250 Penalty: 2369.345215 Iteration 12Q: 3 clusters Score -137749.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -137784.765625 Penalty: 2369.345215 Iteration 13Q: 3 clusters Score -137784.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -137823.015625 Penalty: 2369.345215 Iteration 14Q: 3 clusters Score -137823 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -137833.593750 Penalty: 2369.345215 Iteration 15Q: 3 clusters Score -137833.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -137846.640625 Penalty: 2369.345215 Iteration 16Q: 3 clusters Score -137846.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -137855.343750 Penalty: 2369.345215 Iteration 17Q: 3 clusters Score -137855.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -137858.906250 Penalty: 2369.345215 Iteration 18Q: 3 clusters Score -137858.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -137861.125000 Penalty: 2369.345215 Iteration 19Q: 3 clusters Score -137861.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -137861.656250 Penalty: 2369.345215 Iteration 20F: 3 clusters Score -137861.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -137863.515625 Penalty: 2369.345215 Iteration 21Q: 3 clusters Score -137863.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -137866.437500 Penalty: 2369.345215 Iteration 22Q: 3 clusters Score -137866.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -137869.734375 Penalty: 2369.345215 Iteration 23Q: 3 clusters Score -137869.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -137876.265625 Penalty: 2369.345215 Iteration 24Q: 3 clusters Score -137876.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -137879.203125 Penalty: 2369.345215 Iteration 25Q: 3 clusters Score -137879.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -137879.203125 Penalty: 2369.345215 Iteration 26F: 3 clusters Score -137879.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Entering Unmasked Estep Score: -86897.898438 Penalty: 1104.302246 Iteration 0F: 2 clusters Score -86897.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -85518.984375 Penalty: 2208.604492 Iteration 0F: 3 clusters Score -85518.98 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -85746.562500 Penalty: 2208.604492 Iteration 1F: 3 clusters Score -85746.56 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -85809.726562 Penalty: 2208.604492 Iteration 2F: 3 clusters Score -85809.73 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -85863.875000 Penalty: 2208.604492 Iteration 3Q: 3 clusters Score -85863.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -85891.398438 Penalty: 2208.604492 Iteration 4Q: 3 clusters Score -85891.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -85900.031250 Penalty: 2208.604492 Iteration 5Q: 3 clusters Score -85900.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -85905.617188 Penalty: 2208.604492 Iteration 6Q: 3 clusters Score -85905.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -85906.367188 Penalty: 2208.604492 Iteration 7Q: 3 clusters Score -85906.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -85907.703125 Penalty: 2208.604492 Iteration 8Q: 3 clusters Score -85907.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -85908.828125 Penalty: 2208.604492 Iteration 9Q: 3 clusters Score -85908.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -85908.828125 Penalty: 2208.604492 Iteration 10F: 3 clusters Score -85908.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Entering Unmasked Estep Score: -555446.000000 Penalty: 1409.223389 Iteration 0F: 2 clusters Score -555446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -550934.000000 Penalty: 2818.446777 Iteration 0F: 3 clusters Score -550934 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -552323.625000 Penalty: 2818.446777 Iteration 1F: 3 clusters Score -552323.6 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -552568.125000 Penalty: 2818.446777 Iteration 2F: 3 clusters Score -552568.1 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -552780.187500 Penalty: 2818.446777 Iteration 3F: 3 clusters Score -552780.2 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -552960.250000 Penalty: 2818.446777 Iteration 4Q: 3 clusters Score -552960.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -553117.562500 Penalty: 2818.446777 Iteration 5Q: 3 clusters Score -553117.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -553297.562500 Penalty: 2818.446777 Iteration 6Q: 3 clusters Score -553297.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -553498.625000 Penalty: 2818.446777 Iteration 7Q: 3 clusters Score -553498.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -553693.937500 Penalty: 2818.446777 Iteration 8Q: 3 clusters Score -553693.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -553865.687500 Penalty: 2818.446777 Iteration 9Q: 3 clusters Score -553865.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -553959.312500 Penalty: 2818.446777 Iteration 10Q: 3 clusters Score -553959.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -554034.062500 Penalty: 2818.446777 Iteration 11Q: 3 clusters Score -554034.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -554108.562500 Penalty: 2818.446777 Iteration 12Q: 3 clusters Score -554108.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -554169.562500 Penalty: 2818.446777 Iteration 13Q: 3 clusters Score -554169.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -554240.937500 Penalty: 2818.446777 Iteration 14Q: 3 clusters Score -554240.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -554307.000000 Penalty: 2818.446777 Iteration 15Q: 3 clusters Score -554307 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -554344.000000 Penalty: 2818.446777 Iteration 16Q: 3 clusters Score -554344 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -554371.562500 Penalty: 2818.446777 Iteration 17Q: 3 clusters Score -554371.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -554387.125000 Penalty: 2818.446777 Iteration 18Q: 3 clusters Score -554387.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -554399.250000 Penalty: 2818.446777 Iteration 19Q: 3 clusters Score -554399.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -554410.250000 Penalty: 2818.446777 Iteration 20F: 3 clusters Score -554410.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -554417.187500 Penalty: 2818.446777 Iteration 21Q: 3 clusters Score -554417.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -554420.937500 Penalty: 2818.446777 Iteration 22Q: 3 clusters Score -554420.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -554425.375000 Penalty: 2818.446777 Iteration 23Q: 3 clusters Score -554425.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -554430.312500 Penalty: 2818.446777 Iteration 24Q: 3 clusters Score -554430.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -554435.750000 Penalty: 2818.446777 Iteration 25Q: 3 clusters Score -554435.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -554441.000000 Penalty: 2818.446777 Iteration 26Q: 3 clusters Score -554441 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -554448.000000 Penalty: 2818.446777 Iteration 27Q: 3 clusters Score -554448 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -554450.312500 Penalty: 2818.446777 Iteration 28Q: 3 clusters Score -554450.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -554451.500000 Penalty: 2818.446777 Iteration 29Q: 3 clusters Score -554451.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -554451.437500 Penalty: 2818.446777 Iteration 30Q: 3 clusters Score -554451.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -554454.000000 Penalty: 2818.446777 Iteration 31Q: 3 clusters Score -554454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -554453.750000 Penalty: 2818.446777 Iteration 32Q: 3 clusters Score -554453.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -554454.500000 Penalty: 2818.446777 Iteration 33Q: 3 clusters Score -554454.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -554455.750000 Penalty: 2818.446777 Iteration 34Q: 3 clusters Score -554455.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -554455.875000 Penalty: 2818.446777 Iteration 35Q: 3 clusters Score -554455.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -554455.437500 Penalty: 2818.446777 Iteration 36Q: 3 clusters Score -554455.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -554454.812500 Penalty: 2818.446777 Iteration 37Q: 3 clusters Score -554454.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -554456.437500 Penalty: 2818.446777 Iteration 38Q: 3 clusters Score -554456.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -554456.000000 Penalty: 2818.446777 Iteration 39Q: 3 clusters Score -554456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -554456.000000 Penalty: 2818.446777 Iteration 40F: 3 clusters Score -554456 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -31216.488281 Penalty: 968.244019 Iteration 0F: 2 clusters Score -31216.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -30309.501953 Penalty: 1936.488037 Iteration 0F: 3 clusters Score -30309.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -30628.363281 Penalty: 1936.488037 Iteration 1F: 3 clusters Score -30628.36 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -30792.128906 Penalty: 1936.488037 Iteration 2F: 3 clusters Score -30792.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -30844.513672 Penalty: 1936.488037 Iteration 3Q: 3 clusters Score -30844.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -30908.724609 Penalty: 1936.488037 Iteration 4Q: 3 clusters Score -30908.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -30942.837891 Penalty: 1936.488037 Iteration 5Q: 3 clusters Score -30942.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -30957.896484 Penalty: 1936.488037 Iteration 6Q: 3 clusters Score -30957.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -30957.896484 Penalty: 1936.488037 Iteration 7F: 3 clusters Score -30957.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Entering Unmasked Estep Score: -182347.546875 Penalty: 1219.463623 Iteration 0F: 2 clusters Score -182347.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -180401.578125 Penalty: 2438.927246 Iteration 0F: 3 clusters Score -180401.6 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -180825.828125 Penalty: 2438.927246 Iteration 1F: 3 clusters Score -180825.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -181011.046875 Penalty: 2438.927246 Iteration 2F: 3 clusters Score -181011 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -181215.000000 Penalty: 2438.927246 Iteration 3F: 3 clusters Score -181215 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -181507.265625 Penalty: 2438.927246 Iteration 4F: 3 clusters Score -181507.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -181751.734375 Penalty: 2438.927246 Iteration 5F: 3 clusters Score -181751.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -181866.031250 Penalty: 2438.927246 Iteration 6F: 3 clusters Score -181866 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -181951.812500 Penalty: 2438.927246 Iteration 7Q: 3 clusters Score -181951.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -182019.031250 Penalty: 2438.927246 Iteration 8Q: 3 clusters Score -182019 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -182044.859375 Penalty: 2438.927246 Iteration 9Q: 3 clusters Score -182044.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -182060.359375 Penalty: 2438.927246 Iteration 10Q: 3 clusters Score -182060.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -182063.250000 Penalty: 2438.927246 Iteration 11Q: 3 clusters Score -182063.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -182065.375000 Penalty: 2438.927246 Iteration 12Q: 3 clusters Score -182065.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -182069.031250 Penalty: 2438.927246 Iteration 13Q: 3 clusters Score -182069 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -182075.515625 Penalty: 2438.927246 Iteration 14Q: 3 clusters Score -182075.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -182080.843750 Penalty: 2438.927246 Iteration 15Q: 3 clusters Score -182080.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -182085.859375 Penalty: 2438.927246 Iteration 16Q: 3 clusters Score -182085.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -182087.656250 Penalty: 2438.927246 Iteration 17Q: 3 clusters Score -182087.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -182087.921875 Penalty: 2438.927246 Iteration 18Q: 3 clusters Score -182087.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -182087.921875 Penalty: 2438.927246 Iteration 19F: 3 clusters Score -182087.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Entering Unmasked Estep Score: -247994.296875 Penalty: 1281.671387 Iteration 0F: 2 clusters Score -247994.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -245444.593750 Penalty: 2563.342773 Iteration 0F: 3 clusters Score -245444.6 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -246027.984375 Penalty: 2563.342773 Iteration 1F: 3 clusters Score -246028 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -246179.890625 Penalty: 2563.342773 Iteration 2F: 3 clusters Score -246179.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -246269.015625 Penalty: 2563.342773 Iteration 3F: 3 clusters Score -246269 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -246352.046875 Penalty: 2563.342773 Iteration 4Q: 3 clusters Score -246352 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -246404.843750 Penalty: 2563.342773 Iteration 5Q: 3 clusters Score -246404.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -246453.343750 Penalty: 2563.342773 Iteration 6Q: 3 clusters Score -246453.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -246490.562500 Penalty: 2563.342773 Iteration 7Q: 3 clusters Score -246490.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -246524.750000 Penalty: 2563.342773 Iteration 8Q: 3 clusters Score -246524.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -246555.046875 Penalty: 2563.342773 Iteration 9Q: 3 clusters Score -246555 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -246578.703125 Penalty: 2563.342773 Iteration 10Q: 3 clusters Score -246578.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -246599.296875 Penalty: 2563.342773 Iteration 11Q: 3 clusters Score -246599.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -246621.953125 Penalty: 2563.342773 Iteration 12Q: 3 clusters Score -246622 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -246647.515625 Penalty: 2563.342773 Iteration 13Q: 3 clusters Score -246647.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -246668.046875 Penalty: 2563.342773 Iteration 14Q: 3 clusters Score -246668 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -246686.562500 Penalty: 2563.342773 Iteration 15Q: 3 clusters Score -246686.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -246699.312500 Penalty: 2563.342773 Iteration 16Q: 3 clusters Score -246699.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -246713.562500 Penalty: 2563.342773 Iteration 17Q: 3 clusters Score -246713.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -246729.500000 Penalty: 2563.342773 Iteration 18Q: 3 clusters Score -246729.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -246742.546875 Penalty: 2563.342773 Iteration 19Q: 3 clusters Score -246742.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -246752.875000 Penalty: 2563.342773 Iteration 20F: 3 clusters Score -246752.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -246765.140625 Penalty: 2563.342773 Iteration 21Q: 3 clusters Score -246765.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -246778.828125 Penalty: 2563.342773 Iteration 22Q: 3 clusters Score -246778.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -246793.937500 Penalty: 2563.342773 Iteration 23Q: 3 clusters Score -246793.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -246806.937500 Penalty: 2563.342773 Iteration 24Q: 3 clusters Score -246806.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -246831.953125 Penalty: 2563.342773 Iteration 25Q: 3 clusters Score -246832 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -246861.750000 Penalty: 2563.342773 Iteration 26Q: 3 clusters Score -246861.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -246887.171875 Penalty: 2563.342773 Iteration 27Q: 3 clusters Score -246887.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -246902.437500 Penalty: 2563.342773 Iteration 28Q: 3 clusters Score -246902.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -246915.890625 Penalty: 2563.342773 Iteration 29Q: 3 clusters Score -246915.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -246923.687500 Penalty: 2563.342773 Iteration 30Q: 3 clusters Score -246923.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -246927.640625 Penalty: 2563.342773 Iteration 31Q: 3 clusters Score -246927.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -246930.171875 Penalty: 2563.342773 Iteration 32Q: 3 clusters Score -246930.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -246933.984375 Penalty: 2563.342773 Iteration 33Q: 3 clusters Score -246934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -246938.265625 Penalty: 2563.342773 Iteration 34Q: 3 clusters Score -246938.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -246940.484375 Penalty: 2563.342773 Iteration 35Q: 3 clusters Score -246940.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -246943.281250 Penalty: 2563.342773 Iteration 36Q: 3 clusters Score -246943.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -246945.187500 Penalty: 2563.342773 Iteration 37Q: 3 clusters Score -246945.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -246948.156250 Penalty: 2563.342773 Iteration 38Q: 3 clusters Score -246948.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -246952.796875 Penalty: 2563.342773 Iteration 39Q: 3 clusters Score -246952.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -246955.484375 Penalty: 2563.342773 Iteration 40F: 3 clusters Score -246955.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -246957.812500 Penalty: 2563.342773 Iteration 41Q: 3 clusters Score -246957.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -246962.343750 Penalty: 2563.342773 Iteration 42Q: 3 clusters Score -246962.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -246966.734375 Penalty: 2563.342773 Iteration 43Q: 3 clusters Score -246966.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -246973.312500 Penalty: 2563.342773 Iteration 44Q: 3 clusters Score -246973.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -246980.421875 Penalty: 2563.342773 Iteration 45Q: 3 clusters Score -246980.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -246985.078125 Penalty: 2563.342773 Iteration 46Q: 3 clusters Score -246985.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -246987.625000 Penalty: 2563.342773 Iteration 47Q: 3 clusters Score -246987.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -246993.671875 Penalty: 2563.342773 Iteration 48Q: 3 clusters Score -246993.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -246995.875000 Penalty: 2563.342773 Iteration 49Q: 3 clusters Score -246995.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -246997.453125 Penalty: 2563.342773 Iteration 50Q: 3 clusters Score -246997.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -246997.625000 Penalty: 2563.342773 Iteration 51Q: 3 clusters Score -246997.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -246997.625000 Penalty: 2563.342773 Iteration 52F: 3 clusters Score -246997.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -77926.390625 Penalty: 1089.467285 Iteration 0F: 2 clusters Score -77926.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -76606.515625 Penalty: 2178.934570 Iteration 0F: 3 clusters Score -76606.52 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -76853.609375 Penalty: 2178.934570 Iteration 1F: 3 clusters Score -76853.61 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -76934.023438 Penalty: 2178.934570 Iteration 2F: 3 clusters Score -76934.02 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -76977.070312 Penalty: 2178.934570 Iteration 3Q: 3 clusters Score -76977.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -76997.984375 Penalty: 2178.934570 Iteration 4Q: 3 clusters Score -76997.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -77035.921875 Penalty: 2178.934570 Iteration 5Q: 3 clusters Score -77035.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -77067.109375 Penalty: 2178.934570 Iteration 6Q: 3 clusters Score -77067.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -77096.007812 Penalty: 2178.934570 Iteration 7Q: 3 clusters Score -77096.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -77114.554688 Penalty: 2178.934570 Iteration 8Q: 3 clusters Score -77114.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -77131.125000 Penalty: 2178.934570 Iteration 9Q: 3 clusters Score -77131.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -77138.914062 Penalty: 2178.934570 Iteration 10Q: 3 clusters Score -77138.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -77144.320312 Penalty: 2178.934570 Iteration 11Q: 3 clusters Score -77144.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -77149.289062 Penalty: 2178.934570 Iteration 12Q: 3 clusters Score -77149.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -77160.062500 Penalty: 2178.934570 Iteration 13Q: 3 clusters Score -77160.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -77170.437500 Penalty: 2178.934570 Iteration 14Q: 3 clusters Score -77170.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -77176.757812 Penalty: 2178.934570 Iteration 15Q: 3 clusters Score -77176.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -77180.843750 Penalty: 2178.934570 Iteration 16Q: 3 clusters Score -77180.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -77182.898438 Penalty: 2178.934570 Iteration 17Q: 3 clusters Score -77182.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -77184.703125 Penalty: 2178.934570 Iteration 18Q: 3 clusters Score -77184.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -77190.203125 Penalty: 2178.934570 Iteration 19Q: 3 clusters Score -77190.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -77192.671875 Penalty: 2178.934570 Iteration 20F: 3 clusters Score -77192.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -77195.375000 Penalty: 2178.934570 Iteration 21Q: 3 clusters Score -77195.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -77196.765625 Penalty: 2178.934570 Iteration 22Q: 3 clusters Score -77196.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -77197.773438 Penalty: 2178.934570 Iteration 23Q: 3 clusters Score -77197.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -77204.664062 Penalty: 2178.934570 Iteration 24Q: 3 clusters Score -77204.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -77212.101562 Penalty: 2178.934570 Iteration 25Q: 3 clusters Score -77212.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -77216.609375 Penalty: 2178.934570 Iteration 26Q: 3 clusters Score -77216.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -77218.320312 Penalty: 2178.934570 Iteration 27Q: 3 clusters Score -77218.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -77218.320312 Penalty: 2178.934570 Iteration 28F: 3 clusters Score -77218.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -48945.812500 Penalty: 1015.307007 Iteration 0F: 2 clusters Score -48945.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47823.160156 Penalty: 2030.614014 Iteration 0F: 3 clusters Score -47823.16 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47968.867188 Penalty: 2030.614014 Iteration 1F: 3 clusters Score -47968.87 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -48007.632812 Penalty: 2030.614014 Iteration 2F: 3 clusters Score -48007.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48023.421875 Penalty: 2030.614014 Iteration 3Q: 3 clusters Score -48023.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48035.140625 Penalty: 2030.614014 Iteration 4Q: 3 clusters Score -48035.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48040.625000 Penalty: 2030.614014 Iteration 5Q: 3 clusters Score -48040.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48043.917969 Penalty: 2030.614014 Iteration 6Q: 3 clusters Score -48043.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -48048.546875 Penalty: 2030.614014 Iteration 7Q: 3 clusters Score -48048.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48056.261719 Penalty: 2030.614014 Iteration 8Q: 3 clusters Score -48056.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48058.453125 Penalty: 2030.614014 Iteration 9Q: 3 clusters Score -48058.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48060.750000 Penalty: 2030.614014 Iteration 10Q: 3 clusters Score -48060.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48063.382812 Penalty: 2030.614014 Iteration 11Q: 3 clusters Score -48063.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -48066.058594 Penalty: 2030.614014 Iteration 12Q: 3 clusters Score -48066.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -48072.585938 Penalty: 2030.614014 Iteration 13Q: 3 clusters Score -48072.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48076.078125 Penalty: 2030.614014 Iteration 14Q: 3 clusters Score -48076.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -48079.046875 Penalty: 2030.614014 Iteration 15Q: 3 clusters Score -48079.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -48079.046875 Penalty: 2030.614014 Iteration 16F: 3 clusters Score -48079.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Entering Unmasked Estep Score: -278434.781250 Penalty: 1291.210327 Iteration 0F: 2 clusters Score -278434.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -275874.156250 Penalty: 2582.420654 Iteration 0F: 3 clusters Score -275874.2 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -276585.468750 Penalty: 2582.420654 Iteration 1F: 3 clusters Score -276585.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -276737.187500 Penalty: 2582.420654 Iteration 2F: 3 clusters Score -276737.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -276842.000000 Penalty: 2582.420654 Iteration 3F: 3 clusters Score -276842 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -276915.687500 Penalty: 2582.420654 Iteration 4Q: 3 clusters Score -276915.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -276986.812500 Penalty: 2582.420654 Iteration 5Q: 3 clusters Score -276986.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -277045.437500 Penalty: 2582.420654 Iteration 6Q: 3 clusters Score -277045.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -277110.062500 Penalty: 2582.420654 Iteration 7Q: 3 clusters Score -277110.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -277190.937500 Penalty: 2582.420654 Iteration 8Q: 3 clusters Score -277190.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -277324.500000 Penalty: 2582.420654 Iteration 9Q: 3 clusters Score -277324.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -277530.843750 Penalty: 2582.420654 Iteration 10Q: 3 clusters Score -277530.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -277815.531250 Penalty: 2582.420654 Iteration 11Q: 3 clusters Score -277815.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -278059.375000 Penalty: 2582.420654 Iteration 12Q: 3 clusters Score -278059.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -278176.718750 Penalty: 2582.420654 Iteration 13Q: 3 clusters Score -278176.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -278221.593750 Penalty: 2582.420654 Iteration 14Q: 3 clusters Score -278221.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -278247.156250 Penalty: 2582.420654 Iteration 15Q: 3 clusters Score -278247.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -278258.718750 Penalty: 2582.420654 Iteration 16Q: 3 clusters Score -278258.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -278268.718750 Penalty: 2582.420654 Iteration 17Q: 3 clusters Score -278268.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -278275.281250 Penalty: 2582.420654 Iteration 18Q: 3 clusters Score -278275.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -278278.968750 Penalty: 2582.420654 Iteration 19Q: 3 clusters Score -278279 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -278280.718750 Penalty: 2582.420654 Iteration 20F: 3 clusters Score -278280.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Entering Unmasked Estep Score: -88265.765625 Penalty: 1112.628174 Iteration 0F: 2 clusters Score -88265.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -86904.718750 Penalty: 2225.256348 Iteration 0F: 3 clusters Score -86904.72 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -87274.945312 Penalty: 2225.256348 Iteration 1F: 3 clusters Score -87274.95 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -87494.875000 Penalty: 2225.256348 Iteration 2F: 3 clusters Score -87494.88 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -87632.132812 Penalty: 2225.256348 Iteration 3F: 3 clusters Score -87632.13 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -87737.304688 Penalty: 2225.256348 Iteration 4F: 3 clusters Score -87737.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -87819.914062 Penalty: 2225.256348 Iteration 5Q: 3 clusters Score -87819.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -87886.242188 Penalty: 2225.256348 Iteration 6Q: 3 clusters Score -87886.24 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -87914.593750 Penalty: 2225.256348 Iteration 7Q: 3 clusters Score -87914.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -87932.117188 Penalty: 2225.256348 Iteration 8Q: 3 clusters Score -87932.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -87940.968750 Penalty: 2225.256348 Iteration 9Q: 3 clusters Score -87940.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -87942.546875 Penalty: 2225.256348 Iteration 10Q: 3 clusters Score -87942.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -87944.171875 Penalty: 2225.256348 Iteration 11Q: 3 clusters Score -87944.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -87946.007812 Penalty: 2225.256348 Iteration 12Q: 3 clusters Score -87946.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -87952.710938 Penalty: 2225.256348 Iteration 13Q: 3 clusters Score -87952.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -87953.742188 Penalty: 2225.256348 Iteration 14Q: 3 clusters Score -87953.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -87956.468750 Penalty: 2225.256348 Iteration 15Q: 3 clusters Score -87956.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -87957.906250 Penalty: 2225.256348 Iteration 16Q: 3 clusters Score -87957.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -87957.906250 Penalty: 2225.256348 Iteration 17F: 3 clusters Score -87957.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Entering Unmasked Estep Score: -71347.742188 Penalty: 1072.257690 Iteration 0F: 2 clusters Score -71347.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -70076.882812 Penalty: 2144.515381 Iteration 0F: 3 clusters Score -70076.88 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -70280.000000 Penalty: 2144.515381 Iteration 1F: 3 clusters Score -70280 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -70338.921875 Penalty: 2144.515381 Iteration 2F: 3 clusters Score -70338.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -70362.453125 Penalty: 2144.515381 Iteration 3Q: 3 clusters Score -70362.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -70376.453125 Penalty: 2144.515381 Iteration 4Q: 3 clusters Score -70376.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -70388.171875 Penalty: 2144.515381 Iteration 5Q: 3 clusters Score -70388.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -70400.234375 Penalty: 2144.515381 Iteration 6Q: 3 clusters Score -70400.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -70414.460938 Penalty: 2144.515381 Iteration 7Q: 3 clusters Score -70414.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -70426.187500 Penalty: 2144.515381 Iteration 8Q: 3 clusters Score -70426.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -70430.007812 Penalty: 2144.515381 Iteration 9Q: 3 clusters Score -70430.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -70433.906250 Penalty: 2144.515381 Iteration 10Q: 3 clusters Score -70433.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -70438.367188 Penalty: 2144.515381 Iteration 11Q: 3 clusters Score -70438.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -70441.757812 Penalty: 2144.515381 Iteration 12Q: 3 clusters Score -70441.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -70443.585938 Penalty: 2144.515381 Iteration 13Q: 3 clusters Score -70443.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -70443.585938 Penalty: 2144.515381 Iteration 14F: 3 clusters Score -70443.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Entering Unmasked Estep Score: -246771.765625 Penalty: 1272.120972 Iteration 0F: 2 clusters Score -246771.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -244352.140625 Penalty: 2544.241943 Iteration 0F: 3 clusters Score -244352.1 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -244877.640625 Penalty: 2544.241943 Iteration 1F: 3 clusters Score -244877.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -244992.843750 Penalty: 2544.241943 Iteration 2F: 3 clusters Score -244992.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -245072.875000 Penalty: 2544.241943 Iteration 3F: 3 clusters Score -245072.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -245128.515625 Penalty: 2544.241943 Iteration 4Q: 3 clusters Score -245128.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -245171.937500 Penalty: 2544.241943 Iteration 5Q: 3 clusters Score -245171.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -245204.546875 Penalty: 2544.241943 Iteration 6Q: 3 clusters Score -245204.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -245240.375000 Penalty: 2544.241943 Iteration 7Q: 3 clusters Score -245240.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -245267.625000 Penalty: 2544.241943 Iteration 8Q: 3 clusters Score -245267.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -245290.656250 Penalty: 2544.241943 Iteration 9Q: 3 clusters Score -245290.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -245309.000000 Penalty: 2544.241943 Iteration 10Q: 3 clusters Score -245309 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -245323.968750 Penalty: 2544.241943 Iteration 11Q: 3 clusters Score -245324 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -245338.609375 Penalty: 2544.241943 Iteration 12Q: 3 clusters Score -245338.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -245356.546875 Penalty: 2544.241943 Iteration 13Q: 3 clusters Score -245356.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -245375.156250 Penalty: 2544.241943 Iteration 14Q: 3 clusters Score -245375.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -245391.140625 Penalty: 2544.241943 Iteration 15Q: 3 clusters Score -245391.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -245406.265625 Penalty: 2544.241943 Iteration 16Q: 3 clusters Score -245406.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -245418.062500 Penalty: 2544.241943 Iteration 17Q: 3 clusters Score -245418.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -245424.671875 Penalty: 2544.241943 Iteration 18Q: 3 clusters Score -245424.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -245431.781250 Penalty: 2544.241943 Iteration 19Q: 3 clusters Score -245431.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -245439.359375 Penalty: 2544.241943 Iteration 20F: 3 clusters Score -245439.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -245446.406250 Penalty: 2544.241943 Iteration 21Q: 3 clusters Score -245446.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -245454.296875 Penalty: 2544.241943 Iteration 22Q: 3 clusters Score -245454.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -245461.453125 Penalty: 2544.241943 Iteration 23Q: 3 clusters Score -245461.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -245469.125000 Penalty: 2544.241943 Iteration 24Q: 3 clusters Score -245469.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -245475.203125 Penalty: 2544.241943 Iteration 25Q: 3 clusters Score -245475.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -245484.703125 Penalty: 2544.241943 Iteration 26Q: 3 clusters Score -245484.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -245488.984375 Penalty: 2544.241943 Iteration 27Q: 3 clusters Score -245489 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -245493.359375 Penalty: 2544.241943 Iteration 28Q: 3 clusters Score -245493.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -245498.656250 Penalty: 2544.241943 Iteration 29Q: 3 clusters Score -245498.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -245504.796875 Penalty: 2544.241943 Iteration 30Q: 3 clusters Score -245504.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -245512.343750 Penalty: 2544.241943 Iteration 31Q: 3 clusters Score -245512.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -245518.640625 Penalty: 2544.241943 Iteration 32Q: 3 clusters Score -245518.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -245522.390625 Penalty: 2544.241943 Iteration 33Q: 3 clusters Score -245522.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -245525.343750 Penalty: 2544.241943 Iteration 34Q: 3 clusters Score -245525.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -245527.328125 Penalty: 2544.241943 Iteration 35Q: 3 clusters Score -245527.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -245529.640625 Penalty: 2544.241943 Iteration 36Q: 3 clusters Score -245529.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -245533.390625 Penalty: 2544.241943 Iteration 37Q: 3 clusters Score -245533.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -245538.968750 Penalty: 2544.241943 Iteration 38Q: 3 clusters Score -245539 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -245547.031250 Penalty: 2544.241943 Iteration 39Q: 3 clusters Score -245547 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -245558.312500 Penalty: 2544.241943 Iteration 40F: 3 clusters Score -245558.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -245566.593750 Penalty: 2544.241943 Iteration 41Q: 3 clusters Score -245566.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -245571.968750 Penalty: 2544.241943 Iteration 42Q: 3 clusters Score -245572 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -245582.703125 Penalty: 2544.241943 Iteration 43Q: 3 clusters Score -245582.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -245591.078125 Penalty: 2544.241943 Iteration 44Q: 3 clusters Score -245591.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -245599.390625 Penalty: 2544.241943 Iteration 45Q: 3 clusters Score -245599.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -245605.625000 Penalty: 2544.241943 Iteration 46Q: 3 clusters Score -245605.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -245614.062500 Penalty: 2544.241943 Iteration 47Q: 3 clusters Score -245614.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -245619.500000 Penalty: 2544.241943 Iteration 48Q: 3 clusters Score -245619.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -245624.218750 Penalty: 2544.241943 Iteration 49Q: 3 clusters Score -245624.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -245624.812500 Penalty: 2544.241943 Iteration 50Q: 3 clusters Score -245624.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -245628.562500 Penalty: 2544.241943 Iteration 51Q: 3 clusters Score -245628.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -245629.968750 Penalty: 2544.241943 Iteration 52Q: 3 clusters Score -245630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -245632.265625 Penalty: 2544.241943 Iteration 53Q: 3 clusters Score -245632.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -245634.687500 Penalty: 2544.241943 Iteration 54Q: 3 clusters Score -245634.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -245637.203125 Penalty: 2544.241943 Iteration 55Q: 3 clusters Score -245637.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -245641.453125 Penalty: 2544.241943 Iteration 56Q: 3 clusters Score -245641.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -245645.218750 Penalty: 2544.241943 Iteration 57Q: 3 clusters Score -245645.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -245647.546875 Penalty: 2544.241943 Iteration 58Q: 3 clusters Score -245647.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -245648.937500 Penalty: 2544.241943 Iteration 59Q: 3 clusters Score -245648.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -245650.890625 Penalty: 2544.241943 Iteration 60F: 3 clusters Score -245650.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -245652.062500 Penalty: 2544.241943 Iteration 61Q: 3 clusters Score -245652.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -245652.062500 Penalty: 2544.241943 Iteration 62F: 3 clusters Score -245652.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Entering Unmasked Estep Score: -25990.548828 Penalty: 917.385132 Iteration 0F: 2 clusters Score -25990.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25102.056641 Penalty: 1834.770264 Iteration 0F: 3 clusters Score -25102.06 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -25200.240234 Penalty: 1834.770264 Iteration 1F: 3 clusters Score -25200.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -25231.537109 Penalty: 1834.770264 Iteration 2Q: 3 clusters Score -25231.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25235.755859 Penalty: 1834.770264 Iteration 3Q: 3 clusters Score -25235.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25235.755859 Penalty: 1834.770264 Iteration 4F: 3 clusters Score -25235.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Entering Unmasked Estep Score: -390555.187500 Penalty: 1348.310425 Iteration 0F: 2 clusters Score -390555.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -387255.500000 Penalty: 2696.620850 Iteration 0F: 3 clusters Score -387255.5 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -388177.500000 Penalty: 2696.620850 Iteration 1F: 3 clusters Score -388177.5 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -388461.500000 Penalty: 2696.620850 Iteration 2F: 3 clusters Score -388461.5 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -388743.062500 Penalty: 2696.620850 Iteration 3F: 3 clusters Score -388743.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -388983.031250 Penalty: 2696.620850 Iteration 4F: 3 clusters Score -388983 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -389208.000000 Penalty: 2696.620850 Iteration 5F: 3 clusters Score -389208 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -389363.718750 Penalty: 2696.620850 Iteration 6F: 3 clusters Score -389363.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -389450.906250 Penalty: 2696.620850 Iteration 7Q: 3 clusters Score -389450.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -389502.781250 Penalty: 2696.620850 Iteration 8Q: 3 clusters Score -389502.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -389546.500000 Penalty: 2696.620850 Iteration 9Q: 3 clusters Score -389546.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -389585.187500 Penalty: 2696.620850 Iteration 10Q: 3 clusters Score -389585.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -389634.406250 Penalty: 2696.620850 Iteration 11Q: 3 clusters Score -389634.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -389679.531250 Penalty: 2696.620850 Iteration 12Q: 3 clusters Score -389679.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -389721.625000 Penalty: 2696.620850 Iteration 13Q: 3 clusters Score -389721.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -389768.687500 Penalty: 2696.620850 Iteration 14Q: 3 clusters Score -389768.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -389829.906250 Penalty: 2696.620850 Iteration 15Q: 3 clusters Score -389829.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -389907.406250 Penalty: 2696.620850 Iteration 16Q: 3 clusters Score -389907.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -390005.843750 Penalty: 2696.620850 Iteration 17Q: 3 clusters Score -390005.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -390129.406250 Penalty: 2696.620850 Iteration 18Q: 3 clusters Score -390129.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -390234.125000 Penalty: 2696.620850 Iteration 19Q: 3 clusters Score -390234.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -390299.437500 Penalty: 2696.620850 Iteration 20F: 3 clusters Score -390299.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -390325.093750 Penalty: 2696.620850 Iteration 21Q: 3 clusters Score -390325.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -390336.843750 Penalty: 2696.620850 Iteration 22Q: 3 clusters Score -390336.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -390341.531250 Penalty: 2696.620850 Iteration 23Q: 3 clusters Score -390341.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -390343.468750 Penalty: 2696.620850 Iteration 24Q: 3 clusters Score -390343.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -390344.406250 Penalty: 2696.620850 Iteration 25Q: 3 clusters Score -390344.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -390345.218750 Penalty: 2696.620850 Iteration 26Q: 3 clusters Score -390345.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -390346.125000 Penalty: 2696.620850 Iteration 27Q: 3 clusters Score -390346.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -390345.812500 Penalty: 2696.620850 Iteration 28Q: 3 clusters Score -390345.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -390346.750000 Penalty: 2696.620850 Iteration 29Q: 3 clusters Score -390346.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -390346.750000 Penalty: 2696.620850 Iteration 30F: 3 clusters Score -390346.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Entering Unmasked Estep Score: -139467.687500 Penalty: 1182.215454 Iteration 0F: 2 clusters Score -139467.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -137726.750000 Penalty: 2364.430908 Iteration 0F: 3 clusters Score -137726.8 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -138051.250000 Penalty: 2364.430908 Iteration 1F: 3 clusters Score -138051.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -138189.578125 Penalty: 2364.430908 Iteration 2F: 3 clusters Score -138189.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -138272.015625 Penalty: 2364.430908 Iteration 3Q: 3 clusters Score -138272 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -138337.109375 Penalty: 2364.430908 Iteration 4Q: 3 clusters Score -138337.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -138400.031250 Penalty: 2364.430908 Iteration 5Q: 3 clusters Score -138400 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -138475.453125 Penalty: 2364.430908 Iteration 6Q: 3 clusters Score -138475.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -138535.171875 Penalty: 2364.430908 Iteration 7Q: 3 clusters Score -138535.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -138582.718750 Penalty: 2364.430908 Iteration 8Q: 3 clusters Score -138582.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -138622.484375 Penalty: 2364.430908 Iteration 9Q: 3 clusters Score -138622.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -138655.062500 Penalty: 2364.430908 Iteration 10Q: 3 clusters Score -138655.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -138687.718750 Penalty: 2364.430908 Iteration 11Q: 3 clusters Score -138687.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -138712.125000 Penalty: 2364.430908 Iteration 12Q: 3 clusters Score -138712.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -138739.375000 Penalty: 2364.430908 Iteration 13Q: 3 clusters Score -138739.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -138770.828125 Penalty: 2364.430908 Iteration 14Q: 3 clusters Score -138770.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -138792.250000 Penalty: 2364.430908 Iteration 15Q: 3 clusters Score -138792.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -138813.562500 Penalty: 2364.430908 Iteration 16Q: 3 clusters Score -138813.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -138829.015625 Penalty: 2364.430908 Iteration 17Q: 3 clusters Score -138829 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -138846.375000 Penalty: 2364.430908 Iteration 18Q: 3 clusters Score -138846.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -138863.546875 Penalty: 2364.430908 Iteration 19Q: 3 clusters Score -138863.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -138876.468750 Penalty: 2364.430908 Iteration 20F: 3 clusters Score -138876.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -138888.312500 Penalty: 2364.430908 Iteration 21Q: 3 clusters Score -138888.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -138896.062500 Penalty: 2364.430908 Iteration 22Q: 3 clusters Score -138896.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -138901.406250 Penalty: 2364.430908 Iteration 23Q: 3 clusters Score -138901.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -138904.265625 Penalty: 2364.430908 Iteration 24Q: 3 clusters Score -138904.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -138904.781250 Penalty: 2364.430908 Iteration 25Q: 3 clusters Score -138904.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -138904.781250 Penalty: 2364.430908 Iteration 26F: 3 clusters Score -138904.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Entering Unmasked Estep Score: -67148.328125 Penalty: 1072.479004 Iteration 0F: 2 clusters Score -67148.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -65916.500000 Penalty: 2144.958008 Iteration 0F: 3 clusters Score -65916.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -66122.718750 Penalty: 2144.958008 Iteration 1F: 3 clusters Score -66122.72 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -66195.710938 Penalty: 2144.958008 Iteration 2F: 3 clusters Score -66195.71 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -66265.039062 Penalty: 2144.958008 Iteration 3Q: 3 clusters Score -66265.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -66307.156250 Penalty: 2144.958008 Iteration 4Q: 3 clusters Score -66307.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -66341.781250 Penalty: 2144.958008 Iteration 5Q: 3 clusters Score -66341.78 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -66391.718750 Penalty: 2144.958008 Iteration 6Q: 3 clusters Score -66391.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -66421.671875 Penalty: 2144.958008 Iteration 7Q: 3 clusters Score -66421.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -66462.039062 Penalty: 2144.958008 Iteration 8Q: 3 clusters Score -66462.04 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -66488.765625 Penalty: 2144.958008 Iteration 9Q: 3 clusters Score -66488.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -66514.242188 Penalty: 2144.958008 Iteration 10Q: 3 clusters Score -66514.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -66543.125000 Penalty: 2144.958008 Iteration 11Q: 3 clusters Score -66543.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -66560.554688 Penalty: 2144.958008 Iteration 12Q: 3 clusters Score -66560.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -66580.437500 Penalty: 2144.958008 Iteration 13Q: 3 clusters Score -66580.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -66596.343750 Penalty: 2144.958008 Iteration 14Q: 3 clusters Score -66596.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -66601.968750 Penalty: 2144.958008 Iteration 15Q: 3 clusters Score -66601.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -66604.164062 Penalty: 2144.958008 Iteration 16Q: 3 clusters Score -66604.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -66608.359375 Penalty: 2144.958008 Iteration 17Q: 3 clusters Score -66608.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -66611.171875 Penalty: 2144.958008 Iteration 18Q: 3 clusters Score -66611.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -66613.359375 Penalty: 2144.958008 Iteration 19Q: 3 clusters Score -66613.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -66615.304688 Penalty: 2144.958008 Iteration 20F: 3 clusters Score -66615.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -66616.304688 Penalty: 2144.958008 Iteration 21Q: 3 clusters Score -66616.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -66617.781250 Penalty: 2144.958008 Iteration 22Q: 3 clusters Score -66617.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -66618.679688 Penalty: 2144.958008 Iteration 23Q: 3 clusters Score -66618.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -66620.195312 Penalty: 2144.958008 Iteration 24Q: 3 clusters Score -66620.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -66622.109375 Penalty: 2144.958008 Iteration 25Q: 3 clusters Score -66622.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -66624.546875 Penalty: 2144.958008 Iteration 26Q: 3 clusters Score -66624.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -66626.312500 Penalty: 2144.958008 Iteration 27Q: 3 clusters Score -66626.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -66626.312500 Penalty: 2144.958008 Iteration 28F: 3 clusters Score -66626.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Entering Unmasked Estep Score: -109012.984375 Penalty: 1144.371582 Iteration 0F: 2 clusters Score -109013 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -107467.375000 Penalty: 2288.743164 Iteration 0F: 3 clusters Score -107467.4 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -107735.257812 Penalty: 2288.743164 Iteration 1F: 3 clusters Score -107735.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -107794.757812 Penalty: 2288.743164 Iteration 2F: 3 clusters Score -107794.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -107817.937500 Penalty: 2288.743164 Iteration 3Q: 3 clusters Score -107817.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -107830.812500 Penalty: 2288.743164 Iteration 4Q: 3 clusters Score -107830.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -107841.757812 Penalty: 2288.743164 Iteration 5Q: 3 clusters Score -107841.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -107854.882812 Penalty: 2288.743164 Iteration 6Q: 3 clusters Score -107854.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -107869.953125 Penalty: 2288.743164 Iteration 7Q: 3 clusters Score -107870 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -107891.679688 Penalty: 2288.743164 Iteration 8Q: 3 clusters Score -107891.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -107915.515625 Penalty: 2288.743164 Iteration 9Q: 3 clusters Score -107915.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -107934.960938 Penalty: 2288.743164 Iteration 10Q: 3 clusters Score -107935 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -107960.640625 Penalty: 2288.743164 Iteration 11Q: 3 clusters Score -107960.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -107981.226562 Penalty: 2288.743164 Iteration 12Q: 3 clusters Score -107981.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -107996.906250 Penalty: 2288.743164 Iteration 13Q: 3 clusters Score -107996.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -108011.406250 Penalty: 2288.743164 Iteration 14Q: 3 clusters Score -108011.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -108020.828125 Penalty: 2288.743164 Iteration 15Q: 3 clusters Score -108020.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -108028.296875 Penalty: 2288.743164 Iteration 16Q: 3 clusters Score -108028.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -108033.789062 Penalty: 2288.743164 Iteration 17Q: 3 clusters Score -108033.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -108038.421875 Penalty: 2288.743164 Iteration 18Q: 3 clusters Score -108038.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -108046.617188 Penalty: 2288.743164 Iteration 19Q: 3 clusters Score -108046.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -108051.218750 Penalty: 2288.743164 Iteration 20F: 3 clusters Score -108051.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -108054.218750 Penalty: 2288.743164 Iteration 21Q: 3 clusters Score -108054.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -108059.367188 Penalty: 2288.743164 Iteration 22Q: 3 clusters Score -108059.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -108064.718750 Penalty: 2288.743164 Iteration 23Q: 3 clusters Score -108064.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -108067.820312 Penalty: 2288.743164 Iteration 24Q: 3 clusters Score -108067.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -108070.398438 Penalty: 2288.743164 Iteration 25Q: 3 clusters Score -108070.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -108070.835938 Penalty: 2288.743164 Iteration 26Q: 3 clusters Score -108070.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -108071.812500 Penalty: 2288.743164 Iteration 27Q: 3 clusters Score -108071.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -108075.171875 Penalty: 2288.743164 Iteration 28Q: 3 clusters Score -108075.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -108077.953125 Penalty: 2288.743164 Iteration 29Q: 3 clusters Score -108078 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -108080.320312 Penalty: 2288.743164 Iteration 30Q: 3 clusters Score -108080.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -108083.648438 Penalty: 2288.743164 Iteration 31Q: 3 clusters Score -108083.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -108086.343750 Penalty: 2288.743164 Iteration 32Q: 3 clusters Score -108086.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -108089.382812 Penalty: 2288.743164 Iteration 33Q: 3 clusters Score -108089.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -108090.742188 Penalty: 2288.743164 Iteration 34Q: 3 clusters Score -108090.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -108090.742188 Penalty: 2288.743164 Iteration 35F: 3 clusters Score -108090.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Entering Unmasked Estep Score: -60984.992188 Penalty: 1045.874512 Iteration 0F: 2 clusters Score -60984.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -59843.128906 Penalty: 2091.749023 Iteration 0F: 3 clusters Score -59843.13 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -60055.765625 Penalty: 2091.749023 Iteration 1F: 3 clusters Score -60055.77 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -60162.558594 Penalty: 2091.749023 Iteration 2F: 3 clusters Score -60162.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -60217.863281 Penalty: 2091.749023 Iteration 3Q: 3 clusters Score -60217.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -60253.808594 Penalty: 2091.749023 Iteration 4Q: 3 clusters Score -60253.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -60287.164062 Penalty: 2091.749023 Iteration 5Q: 3 clusters Score -60287.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -60320.398438 Penalty: 2091.749023 Iteration 6Q: 3 clusters Score -60320.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -60353.640625 Penalty: 2091.749023 Iteration 7Q: 3 clusters Score -60353.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -60369.359375 Penalty: 2091.749023 Iteration 8Q: 3 clusters Score -60369.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -60377.585938 Penalty: 2091.749023 Iteration 9Q: 3 clusters Score -60377.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -60381.574219 Penalty: 2091.749023 Iteration 10Q: 3 clusters Score -60381.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -60392.062500 Penalty: 2091.749023 Iteration 11Q: 3 clusters Score -60392.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -60404.238281 Penalty: 2091.749023 Iteration 12Q: 3 clusters Score -60404.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -60418.230469 Penalty: 2091.749023 Iteration 13Q: 3 clusters Score -60418.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -60425.835938 Penalty: 2091.749023 Iteration 14Q: 3 clusters Score -60425.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -60427.695312 Penalty: 2091.749023 Iteration 15Q: 3 clusters Score -60427.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -60429.101562 Penalty: 2091.749023 Iteration 16Q: 3 clusters Score -60429.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -60431.113281 Penalty: 2091.749023 Iteration 17Q: 3 clusters Score -60431.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -60434.238281 Penalty: 2091.749023 Iteration 18Q: 3 clusters Score -60434.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -60436.082031 Penalty: 2091.749023 Iteration 19F: 3 clusters Score -60436.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -60442.238281 Penalty: 2091.749023 Iteration 20F: 3 clusters Score -60442.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1069 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4448 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 905 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1466 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5838 members Mstep: Class 21 contains 387 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 735 members Mstep: Class 34 contains 1144 members Mstep: Class 35 contains 624 members Entering Unmasked Estep ConsiderDeletion Score: -8180522.500000 Penalty: 64734.261719 Iteration 119Q: 36 clusters Score -8180522 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1070 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 900 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1463 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 735 members Mstep: Class 34 contains 1144 members Mstep: Class 35 contains 629 members Entering Unmasked Estep ConsiderDeletion Score: -8180511.500000 Penalty: 64734.261719 Iteration 120F: 36 clusters Score -8180512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1069 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 897 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1146 members Mstep: Class 35 contains 632 members Entering Unmasked Estep ConsiderDeletion Score: -8180519.000000 Penalty: 64734.261719 Iteration 121Q: 36 clusters Score -8180519 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 298 members Mstep: Class 13 contains 892 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1147 members Mstep: Class 35 contains 636 members Entering Unmasked Estep ConsiderDeletion Score: -8180509.000000 Penalty: 64734.261719 Iteration 122Q: 36 clusters Score -8180509 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 885 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -8180524.500000 Penalty: 64734.261719 Iteration 123Q: 36 clusters Score -8180524 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 879 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -8180533.000000 Penalty: 64734.261719 Iteration 124Q: 36 clusters Score -8180533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -8180534.000000 Penalty: 64734.261719 Iteration 125Q: 36 clusters Score -8180534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -8180536.500000 Penalty: 64734.261719 Iteration 126Q: 36 clusters Score -8180536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 875 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -8180534.500000 Penalty: 64734.261719 Iteration 127Q: 36 clusters Score -8180534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 874 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -8180534.500000 Penalty: 64734.261719 Iteration 128Q: 36 clusters Score -8180534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 873 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 656 members Entering Unmasked Estep ConsiderDeletion Score: -8180539.500000 Penalty: 64734.261719 Iteration 129Q: 36 clusters Score -8180540 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 872 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -8180539.500000 Penalty: 64734.261719 Iteration 130Q: 36 clusters Score -8180540 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -8180538.500000 Penalty: 64734.261719 Iteration 131Q: 36 clusters Score -8180538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -8180538.500000 Penalty: 64734.261719 Iteration 132F: 36 clusters Score -8180538 nChanged 0 Entering ConstructFrom: Score: -8180538.500000 Penalty: 64734.261719 Entering ConstructFrom: Trying to split cluster 1 (418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Entering Unmasked Estep Score: -31581.667969 Penalty: 980.765747 Iteration 0F: 2 clusters Score -31581.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -30637.716797 Penalty: 1961.531494 Iteration 0F: 3 clusters Score -30637.72 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -30817.511719 Penalty: 1961.531494 Iteration 1F: 3 clusters Score -30817.51 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -30891.056641 Penalty: 1961.531494 Iteration 2F: 3 clusters Score -30891.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -30970.318359 Penalty: 1961.531494 Iteration 3F: 3 clusters Score -30970.32 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -31045.525391 Penalty: 1961.531494 Iteration 4Q: 3 clusters Score -31045.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -31090.060547 Penalty: 1961.531494 Iteration 5Q: 3 clusters Score -31090.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -31146.072266 Penalty: 1961.531494 Iteration 6Q: 3 clusters Score -31146.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -31204.171875 Penalty: 1961.531494 Iteration 7Q: 3 clusters Score -31204.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -31242.875000 Penalty: 1961.531494 Iteration 8Q: 3 clusters Score -31242.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -31261.126953 Penalty: 1961.531494 Iteration 9Q: 3 clusters Score -31261.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -31288.365234 Penalty: 1961.531494 Iteration 10Q: 3 clusters Score -31288.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -31303.097656 Penalty: 1961.531494 Iteration 11Q: 3 clusters Score -31303.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -31335.763672 Penalty: 1961.531494 Iteration 12Q: 3 clusters Score -31335.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -31341.783203 Penalty: 1961.531494 Iteration 13Q: 3 clusters Score -31341.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -31341.783203 Penalty: 1961.531494 Iteration 14F: 3 clusters Score -31341.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Entering Unmasked Estep Score: -70966.000000 Penalty: 1096.100952 Iteration 0F: 2 clusters Score -70966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -69649.085938 Penalty: 2192.201904 Iteration 0F: 3 clusters Score -69649.09 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -69865.898438 Penalty: 2192.201904 Iteration 1F: 3 clusters Score -69865.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -69944.968750 Penalty: 2192.201904 Iteration 2F: 3 clusters Score -69944.97 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -70018.789062 Penalty: 2192.201904 Iteration 3F: 3 clusters Score -70018.79 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -70115.625000 Penalty: 2192.201904 Iteration 4Q: 3 clusters Score -70115.62 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70170.429688 Penalty: 2192.201904 Iteration 5Q: 3 clusters Score -70170.43 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -70211.695312 Penalty: 2192.201904 Iteration 6Q: 3 clusters Score -70211.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -70253.078125 Penalty: 2192.201904 Iteration 7Q: 3 clusters Score -70253.08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -70283.578125 Penalty: 2192.201904 Iteration 8Q: 3 clusters Score -70283.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -70303.132812 Penalty: 2192.201904 Iteration 9Q: 3 clusters Score -70303.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -70333.226562 Penalty: 2192.201904 Iteration 10Q: 3 clusters Score -70333.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -70361.156250 Penalty: 2192.201904 Iteration 11Q: 3 clusters Score -70361.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -70373.703125 Penalty: 2192.201904 Iteration 12Q: 3 clusters Score -70373.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -70380.890625 Penalty: 2192.201904 Iteration 13Q: 3 clusters Score -70380.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -70386.632812 Penalty: 2192.201904 Iteration 14Q: 3 clusters Score -70386.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -70393.390625 Penalty: 2192.201904 Iteration 15Q: 3 clusters Score -70393.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -70401.562500 Penalty: 2192.201904 Iteration 16Q: 3 clusters Score -70401.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -70404.734375 Penalty: 2192.201904 Iteration 17Q: 3 clusters Score -70404.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -70408.093750 Penalty: 2192.201904 Iteration 18Q: 3 clusters Score -70408.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -70412.898438 Penalty: 2192.201904 Iteration 19Q: 3 clusters Score -70412.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -70420.421875 Penalty: 2192.201904 Iteration 20F: 3 clusters Score -70420.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -70422.242188 Penalty: 2192.201904 Iteration 21Q: 3 clusters Score -70422.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -70429.046875 Penalty: 2192.201904 Iteration 22Q: 3 clusters Score -70429.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -70429.046875 Penalty: 2192.201904 Iteration 23F: 3 clusters Score -70429.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Entering Unmasked Estep Score: -105576.500000 Penalty: 1138.145752 Iteration 0F: 2 clusters Score -105576.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -104091.640625 Penalty: 2276.291504 Iteration 0F: 3 clusters Score -104091.6 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -104350.476562 Penalty: 2276.291504 Iteration 1F: 3 clusters Score -104350.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -104420.289062 Penalty: 2276.291504 Iteration 2F: 3 clusters Score -104420.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -104460.617188 Penalty: 2276.291504 Iteration 3Q: 3 clusters Score -104460.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -104474.164062 Penalty: 2276.291504 Iteration 4Q: 3 clusters Score -104474.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -104484.882812 Penalty: 2276.291504 Iteration 5Q: 3 clusters Score -104484.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -104497.929688 Penalty: 2276.291504 Iteration 6Q: 3 clusters Score -104497.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -104514.859375 Penalty: 2276.291504 Iteration 7Q: 3 clusters Score -104514.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -104527.015625 Penalty: 2276.291504 Iteration 8Q: 3 clusters Score -104527 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -104538.859375 Penalty: 2276.291504 Iteration 9Q: 3 clusters Score -104538.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -104549.656250 Penalty: 2276.291504 Iteration 10Q: 3 clusters Score -104549.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -104555.500000 Penalty: 2276.291504 Iteration 11Q: 3 clusters Score -104555.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -104557.937500 Penalty: 2276.291504 Iteration 12Q: 3 clusters Score -104557.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -104561.273438 Penalty: 2276.291504 Iteration 13Q: 3 clusters Score -104561.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -104563.953125 Penalty: 2276.291504 Iteration 14Q: 3 clusters Score -104564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -104566.726562 Penalty: 2276.291504 Iteration 15Q: 3 clusters Score -104566.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -104567.312500 Penalty: 2276.291504 Iteration 16Q: 3 clusters Score -104567.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -104567.687500 Penalty: 2276.291504 Iteration 17Q: 3 clusters Score -104567.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -104568.054688 Penalty: 2276.291504 Iteration 18Q: 3 clusters Score -104568.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -104568.054688 Penalty: 2276.291504 Iteration 19F: 3 clusters Score -104568.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Entering Unmasked Estep Score: -187701.125000 Penalty: 1231.448608 Iteration 0F: 2 clusters Score -187701.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -185639.078125 Penalty: 2462.897217 Iteration 0F: 3 clusters Score -185639.1 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -186129.953125 Penalty: 2462.897217 Iteration 1F: 3 clusters Score -186130 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -186313.671875 Penalty: 2462.897217 Iteration 2F: 3 clusters Score -186313.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -186497.593750 Penalty: 2462.897217 Iteration 3F: 3 clusters Score -186497.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -186695.906250 Penalty: 2462.897217 Iteration 4F: 3 clusters Score -186695.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -186915.703125 Penalty: 2462.897217 Iteration 5F: 3 clusters Score -186915.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -187166.921875 Penalty: 2462.897217 Iteration 6F: 3 clusters Score -187166.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -187435.031250 Penalty: 2462.897217 Iteration 7F: 3 clusters Score -187435 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -187724.000000 Penalty: 2462.897217 Iteration 8F: 3 clusters Score -187724 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -187848.312500 Penalty: 2462.897217 Iteration 9Q: 3 clusters Score -187848.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -187873.328125 Penalty: 2462.897217 Iteration 10Q: 3 clusters Score -187873.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -187876.515625 Penalty: 2462.897217 Iteration 11Q: 3 clusters Score -187876.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -187876.515625 Penalty: 2462.897217 Iteration 12F: 3 clusters Score -187876.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1101 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 854 members Entering Unmasked Estep Score: -8180098.000000 Penalty: 66583.812500 Splitting cluster 4 changes total score from -8180538.500000 to -8180098.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Entering Unmasked Estep Score: -165997.546875 Penalty: 1204.868042 Iteration 0F: 2 clusters Score -165997.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -164100.750000 Penalty: 2409.736084 Iteration 0F: 3 clusters Score -164100.8 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -164539.640625 Penalty: 2409.736084 Iteration 1F: 3 clusters Score -164539.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -164690.171875 Penalty: 2409.736084 Iteration 2F: 3 clusters Score -164690.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -164773.343750 Penalty: 2409.736084 Iteration 3F: 3 clusters Score -164773.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -164825.468750 Penalty: 2409.736084 Iteration 4Q: 3 clusters Score -164825.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -164875.781250 Penalty: 2409.736084 Iteration 5Q: 3 clusters Score -164875.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -164906.046875 Penalty: 2409.736084 Iteration 6Q: 3 clusters Score -164906 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -164932.343750 Penalty: 2409.736084 Iteration 7Q: 3 clusters Score -164932.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -164952.078125 Penalty: 2409.736084 Iteration 8Q: 3 clusters Score -164952.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -164970.625000 Penalty: 2409.736084 Iteration 9Q: 3 clusters Score -164970.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -164995.546875 Penalty: 2409.736084 Iteration 10Q: 3 clusters Score -164995.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -165021.187500 Penalty: 2409.736084 Iteration 11Q: 3 clusters Score -165021.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -165039.187500 Penalty: 2409.736084 Iteration 12Q: 3 clusters Score -165039.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -165056.765625 Penalty: 2409.736084 Iteration 13Q: 3 clusters Score -165056.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -165077.125000 Penalty: 2409.736084 Iteration 14Q: 3 clusters Score -165077.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -165095.515625 Penalty: 2409.736084 Iteration 15Q: 3 clusters Score -165095.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -165113.125000 Penalty: 2409.736084 Iteration 16Q: 3 clusters Score -165113.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -165127.234375 Penalty: 2409.736084 Iteration 17Q: 3 clusters Score -165127.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -165140.484375 Penalty: 2409.736084 Iteration 18Q: 3 clusters Score -165140.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -165151.906250 Penalty: 2409.736084 Iteration 19Q: 3 clusters Score -165151.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -165166.921875 Penalty: 2409.736084 Iteration 20F: 3 clusters Score -165166.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -165180.046875 Penalty: 2409.736084 Iteration 21Q: 3 clusters Score -165180 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -165191.171875 Penalty: 2409.736084 Iteration 22Q: 3 clusters Score -165191.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -165199.171875 Penalty: 2409.736084 Iteration 23Q: 3 clusters Score -165199.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -165205.250000 Penalty: 2409.736084 Iteration 24Q: 3 clusters Score -165205.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -165212.546875 Penalty: 2409.736084 Iteration 25Q: 3 clusters Score -165212.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -165218.531250 Penalty: 2409.736084 Iteration 26Q: 3 clusters Score -165218.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -165223.265625 Penalty: 2409.736084 Iteration 27Q: 3 clusters Score -165223.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -165225.140625 Penalty: 2409.736084 Iteration 28Q: 3 clusters Score -165225.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -165226.796875 Penalty: 2409.736084 Iteration 29Q: 3 clusters Score -165226.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -165227.343750 Penalty: 2409.736084 Iteration 30Q: 3 clusters Score -165227.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -165227.937500 Penalty: 2409.736084 Iteration 31Q: 3 clusters Score -165227.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -165228.140625 Penalty: 2409.736084 Iteration 32Q: 3 clusters Score -165228.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -165228.140625 Penalty: 2409.736084 Iteration 33F: 3 clusters Score -165228.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Entering Unmasked Estep Score: -90742.820312 Penalty: 1133.200806 Iteration 0F: 2 clusters Score -90742.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -89299.851562 Penalty: 2266.401611 Iteration 0F: 3 clusters Score -89299.85 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -89642.164062 Penalty: 2266.401611 Iteration 1F: 3 clusters Score -89642.16 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -89799.296875 Penalty: 2266.401611 Iteration 2F: 3 clusters Score -89799.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -89888.914062 Penalty: 2266.401611 Iteration 3F: 3 clusters Score -89888.91 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -89970.429688 Penalty: 2266.401611 Iteration 4Q: 3 clusters Score -89970.43 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -90047.468750 Penalty: 2266.401611 Iteration 5Q: 3 clusters Score -90047.47 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -90105.000000 Penalty: 2266.401611 Iteration 6Q: 3 clusters Score -90105 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -90163.562500 Penalty: 2266.401611 Iteration 7Q: 3 clusters Score -90163.56 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -90201.031250 Penalty: 2266.401611 Iteration 8Q: 3 clusters Score -90201.03 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -90233.054688 Penalty: 2266.401611 Iteration 9Q: 3 clusters Score -90233.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -90264.343750 Penalty: 2266.401611 Iteration 10Q: 3 clusters Score -90264.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -90274.218750 Penalty: 2266.401611 Iteration 11Q: 3 clusters Score -90274.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -90281.843750 Penalty: 2266.401611 Iteration 12Q: 3 clusters Score -90281.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -90288.531250 Penalty: 2266.401611 Iteration 13Q: 3 clusters Score -90288.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -90298.562500 Penalty: 2266.401611 Iteration 14Q: 3 clusters Score -90298.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -90306.992188 Penalty: 2266.401611 Iteration 15Q: 3 clusters Score -90306.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -90313.679688 Penalty: 2266.401611 Iteration 16Q: 3 clusters Score -90313.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -90316.390625 Penalty: 2266.401611 Iteration 17Q: 3 clusters Score -90316.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -90317.500000 Penalty: 2266.401611 Iteration 18Q: 3 clusters Score -90317.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -90319.125000 Penalty: 2266.401611 Iteration 19Q: 3 clusters Score -90319.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -90321.132812 Penalty: 2266.401611 Iteration 20F: 3 clusters Score -90321.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -90324.000000 Penalty: 2266.401611 Iteration 21Q: 3 clusters Score -90324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -90328.414062 Penalty: 2266.401611 Iteration 22Q: 3 clusters Score -90328.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -90333.453125 Penalty: 2266.401611 Iteration 23Q: 3 clusters Score -90333.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -90335.523438 Penalty: 2266.401611 Iteration 24Q: 3 clusters Score -90335.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -90337.812500 Penalty: 2266.401611 Iteration 25Q: 3 clusters Score -90337.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -90339.984375 Penalty: 2266.401611 Iteration 26Q: 3 clusters Score -90339.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -90340.804688 Penalty: 2266.401611 Iteration 27Q: 3 clusters Score -90340.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -90341.023438 Penalty: 2266.401611 Iteration 28Q: 3 clusters Score -90341.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -90341.023438 Penalty: 2266.401611 Iteration 29F: 3 clusters Score -90341.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Entering Unmasked Estep Score: -159453.390625 Penalty: 1202.004150 Iteration 0F: 2 clusters Score -159453.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -157595.000000 Penalty: 2404.008301 Iteration 0F: 3 clusters Score -157595 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -158011.937500 Penalty: 2404.008301 Iteration 1F: 3 clusters Score -158011.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -158171.968750 Penalty: 2404.008301 Iteration 2F: 3 clusters Score -158172 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -158308.843750 Penalty: 2404.008301 Iteration 3F: 3 clusters Score -158308.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -158460.437500 Penalty: 2404.008301 Iteration 4F: 3 clusters Score -158460.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -158616.437500 Penalty: 2404.008301 Iteration 5F: 3 clusters Score -158616.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -158729.875000 Penalty: 2404.008301 Iteration 6F: 3 clusters Score -158729.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -158822.359375 Penalty: 2404.008301 Iteration 7Q: 3 clusters Score -158822.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -158901.968750 Penalty: 2404.008301 Iteration 8Q: 3 clusters Score -158902 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -158941.156250 Penalty: 2404.008301 Iteration 9Q: 3 clusters Score -158941.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -158962.171875 Penalty: 2404.008301 Iteration 10Q: 3 clusters Score -158962.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -158983.531250 Penalty: 2404.008301 Iteration 11Q: 3 clusters Score -158983.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -158996.968750 Penalty: 2404.008301 Iteration 12Q: 3 clusters Score -158997 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -159001.453125 Penalty: 2404.008301 Iteration 13Q: 3 clusters Score -159001.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -159006.859375 Penalty: 2404.008301 Iteration 14Q: 3 clusters Score -159006.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -159017.781250 Penalty: 2404.008301 Iteration 15Q: 3 clusters Score -159017.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -159028.015625 Penalty: 2404.008301 Iteration 16Q: 3 clusters Score -159028 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -159033.203125 Penalty: 2404.008301 Iteration 17Q: 3 clusters Score -159033.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -159036.125000 Penalty: 2404.008301 Iteration 18Q: 3 clusters Score -159036.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -159042.125000 Penalty: 2404.008301 Iteration 19Q: 3 clusters Score -159042.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -159050.328125 Penalty: 2404.008301 Iteration 20F: 3 clusters Score -159050.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -159056.937500 Penalty: 2404.008301 Iteration 21Q: 3 clusters Score -159056.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -159062.218750 Penalty: 2404.008301 Iteration 22Q: 3 clusters Score -159062.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -159072.015625 Penalty: 2404.008301 Iteration 23Q: 3 clusters Score -159072 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -159081.687500 Penalty: 2404.008301 Iteration 24Q: 3 clusters Score -159081.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -159089.265625 Penalty: 2404.008301 Iteration 25Q: 3 clusters Score -159089.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -159098.015625 Penalty: 2404.008301 Iteration 26Q: 3 clusters Score -159098 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -159110.093750 Penalty: 2404.008301 Iteration 27Q: 3 clusters Score -159110.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -159114.187500 Penalty: 2404.008301 Iteration 28Q: 3 clusters Score -159114.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -159116.484375 Penalty: 2404.008301 Iteration 29Q: 3 clusters Score -159116.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -159119.125000 Penalty: 2404.008301 Iteration 30Q: 3 clusters Score -159119.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -159121.656250 Penalty: 2404.008301 Iteration 31Q: 3 clusters Score -159121.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -159124.343750 Penalty: 2404.008301 Iteration 32Q: 3 clusters Score -159124.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -159126.015625 Penalty: 2404.008301 Iteration 33Q: 3 clusters Score -159126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -159126.875000 Penalty: 2404.008301 Iteration 34Q: 3 clusters Score -159126.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -159127.859375 Penalty: 2404.008301 Iteration 35Q: 3 clusters Score -159127.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -159128.218750 Penalty: 2404.008301 Iteration 36Q: 3 clusters Score -159128.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -159128.218750 Penalty: 2404.008301 Iteration 37F: 3 clusters Score -159128.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Entering Unmasked Estep Score: -213547.187500 Penalty: 1249.820068 Iteration 0F: 2 clusters Score -213547.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -211332.906250 Penalty: 2499.640137 Iteration 0F: 3 clusters Score -211332.9 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -211852.875000 Penalty: 2499.640137 Iteration 1F: 3 clusters Score -211852.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -211971.109375 Penalty: 2499.640137 Iteration 2F: 3 clusters Score -211971.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -212047.406250 Penalty: 2499.640137 Iteration 3F: 3 clusters Score -212047.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -212124.109375 Penalty: 2499.640137 Iteration 4Q: 3 clusters Score -212124.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -212216.203125 Penalty: 2499.640137 Iteration 5Q: 3 clusters Score -212216.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -212295.843750 Penalty: 2499.640137 Iteration 6Q: 3 clusters Score -212295.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -212376.343750 Penalty: 2499.640137 Iteration 7Q: 3 clusters Score -212376.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -212455.171875 Penalty: 2499.640137 Iteration 8Q: 3 clusters Score -212455.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -212524.437500 Penalty: 2499.640137 Iteration 9Q: 3 clusters Score -212524.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -212584.125000 Penalty: 2499.640137 Iteration 10Q: 3 clusters Score -212584.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -212636.687500 Penalty: 2499.640137 Iteration 11Q: 3 clusters Score -212636.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -212674.546875 Penalty: 2499.640137 Iteration 12Q: 3 clusters Score -212674.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -212712.187500 Penalty: 2499.640137 Iteration 13Q: 3 clusters Score -212712.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -212743.656250 Penalty: 2499.640137 Iteration 14Q: 3 clusters Score -212743.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -212759.828125 Penalty: 2499.640137 Iteration 15Q: 3 clusters Score -212759.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -212770.343750 Penalty: 2499.640137 Iteration 16Q: 3 clusters Score -212770.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -212775.406250 Penalty: 2499.640137 Iteration 17Q: 3 clusters Score -212775.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -212784.796875 Penalty: 2499.640137 Iteration 18Q: 3 clusters Score -212784.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -212799.578125 Penalty: 2499.640137 Iteration 19Q: 3 clusters Score -212799.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -212811.937500 Penalty: 2499.640137 Iteration 20F: 3 clusters Score -212811.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -212819.468750 Penalty: 2499.640137 Iteration 21Q: 3 clusters Score -212819.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -212824.109375 Penalty: 2499.640137 Iteration 22Q: 3 clusters Score -212824.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -212827.531250 Penalty: 2499.640137 Iteration 23Q: 3 clusters Score -212827.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -212830.703125 Penalty: 2499.640137 Iteration 24Q: 3 clusters Score -212830.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -212830.906250 Penalty: 2499.640137 Iteration 25Q: 3 clusters Score -212830.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -212832.453125 Penalty: 2499.640137 Iteration 26Q: 3 clusters Score -212832.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -212832.453125 Penalty: 2499.640137 Iteration 27F: 3 clusters Score -212832.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Entering Unmasked Estep Score: -442991.687500 Penalty: 1365.107178 Iteration 0F: 2 clusters Score -442991.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -439385.656250 Penalty: 2730.214355 Iteration 0F: 3 clusters Score -439385.7 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -440350.625000 Penalty: 2730.214355 Iteration 1F: 3 clusters Score -440350.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -440560.093750 Penalty: 2730.214355 Iteration 2F: 3 clusters Score -440560.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -440691.187500 Penalty: 2730.214355 Iteration 3F: 3 clusters Score -440691.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -440785.062500 Penalty: 2730.214355 Iteration 4Q: 3 clusters Score -440785.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -440870.000000 Penalty: 2730.214355 Iteration 5Q: 3 clusters Score -440870 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -440949.968750 Penalty: 2730.214355 Iteration 6Q: 3 clusters Score -440950 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -441022.468750 Penalty: 2730.214355 Iteration 7Q: 3 clusters Score -441022.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -441081.062500 Penalty: 2730.214355 Iteration 8Q: 3 clusters Score -441081.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -441139.375000 Penalty: 2730.214355 Iteration 9Q: 3 clusters Score -441139.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -441175.593750 Penalty: 2730.214355 Iteration 10Q: 3 clusters Score -441175.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -441208.531250 Penalty: 2730.214355 Iteration 11Q: 3 clusters Score -441208.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -441242.968750 Penalty: 2730.214355 Iteration 12Q: 3 clusters Score -441243 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -441277.750000 Penalty: 2730.214355 Iteration 13Q: 3 clusters Score -441277.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -441303.312500 Penalty: 2730.214355 Iteration 14Q: 3 clusters Score -441303.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -441341.812500 Penalty: 2730.214355 Iteration 15Q: 3 clusters Score -441341.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -441375.218750 Penalty: 2730.214355 Iteration 16Q: 3 clusters Score -441375.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -441414.312500 Penalty: 2730.214355 Iteration 17Q: 3 clusters Score -441414.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -441451.781250 Penalty: 2730.214355 Iteration 18Q: 3 clusters Score -441451.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -441480.125000 Penalty: 2730.214355 Iteration 19Q: 3 clusters Score -441480.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -441502.000000 Penalty: 2730.214355 Iteration 20F: 3 clusters Score -441502 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -441529.156250 Penalty: 2730.214355 Iteration 21Q: 3 clusters Score -441529.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -441554.562500 Penalty: 2730.214355 Iteration 22Q: 3 clusters Score -441554.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -441575.718750 Penalty: 2730.214355 Iteration 23Q: 3 clusters Score -441575.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -441594.000000 Penalty: 2730.214355 Iteration 24Q: 3 clusters Score -441594 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -441607.156250 Penalty: 2730.214355 Iteration 25Q: 3 clusters Score -441607.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -441618.531250 Penalty: 2730.214355 Iteration 26Q: 3 clusters Score -441618.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -441629.500000 Penalty: 2730.214355 Iteration 27Q: 3 clusters Score -441629.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -441637.781250 Penalty: 2730.214355 Iteration 28Q: 3 clusters Score -441637.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -441642.500000 Penalty: 2730.214355 Iteration 29Q: 3 clusters Score -441642.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -441645.031250 Penalty: 2730.214355 Iteration 30Q: 3 clusters Score -441645 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -441648.281250 Penalty: 2730.214355 Iteration 31Q: 3 clusters Score -441648.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -441650.937500 Penalty: 2730.214355 Iteration 32Q: 3 clusters Score -441650.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -441656.406250 Penalty: 2730.214355 Iteration 33Q: 3 clusters Score -441656.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -441658.500000 Penalty: 2730.214355 Iteration 34Q: 3 clusters Score -441658.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -441660.843750 Penalty: 2730.214355 Iteration 35Q: 3 clusters Score -441660.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -441664.093750 Penalty: 2730.214355 Iteration 36Q: 3 clusters Score -441664.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -441667.500000 Penalty: 2730.214355 Iteration 37Q: 3 clusters Score -441667.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -441671.687500 Penalty: 2730.214355 Iteration 38Q: 3 clusters Score -441671.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -441674.093750 Penalty: 2730.214355 Iteration 39Q: 3 clusters Score -441674.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -441676.343750 Penalty: 2730.214355 Iteration 40F: 3 clusters Score -441676.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -441676.750000 Penalty: 2730.214355 Iteration 41Q: 3 clusters Score -441676.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -441678.718750 Penalty: 2730.214355 Iteration 42Q: 3 clusters Score -441678.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -441678.687500 Penalty: 2730.214355 Iteration 43Q: 3 clusters Score -441678.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -441681.125000 Penalty: 2730.214355 Iteration 44Q: 3 clusters Score -441681.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -441681.406250 Penalty: 2730.214355 Iteration 45Q: 3 clusters Score -441681.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -441681.875000 Penalty: 2730.214355 Iteration 46Q: 3 clusters Score -441681.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -441681.593750 Penalty: 2730.214355 Iteration 47Q: 3 clusters Score -441681.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -441681.968750 Penalty: 2730.214355 Iteration 48Q: 3 clusters Score -441682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -441681.968750 Penalty: 2730.214355 Iteration 49Q: 3 clusters Score -441682 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -441682.656250 Penalty: 2730.214355 Iteration 50Q: 3 clusters Score -441682.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -441682.968750 Penalty: 2730.214355 Iteration 51Q: 3 clusters Score -441683 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -441683.062500 Penalty: 2730.214355 Iteration 52Q: 3 clusters Score -441683.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -441683.875000 Penalty: 2730.214355 Iteration 53Q: 3 clusters Score -441683.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -441685.187500 Penalty: 2730.214355 Iteration 54Q: 3 clusters Score -441685.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -441684.906250 Penalty: 2730.214355 Iteration 55Q: 3 clusters Score -441684.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -441685.562500 Penalty: 2730.214355 Iteration 56Q: 3 clusters Score -441685.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -441685.531250 Penalty: 2730.214355 Iteration 57Q: 3 clusters Score -441685.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -441685.531250 Penalty: 2730.214355 Iteration 58F: 3 clusters Score -441685.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Entering Unmasked Estep Score: -1334676.000000 Penalty: 1550.996826 Iteration 0F: 2 clusters Score -1334676 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -1324999.500000 Penalty: 3101.993652 Iteration 0F: 3 clusters Score -1325000 nChanged 6152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -1328237.625000 Penalty: 3101.993652 Iteration 1F: 3 clusters Score -1328238 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -1328563.000000 Penalty: 3101.993652 Iteration 2F: 3 clusters Score -1328563 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1328877.875000 Penalty: 3101.993652 Iteration 3F: 3 clusters Score -1328878 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -1329172.000000 Penalty: 3101.993652 Iteration 4Q: 3 clusters Score -1329172 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -1329442.250000 Penalty: 3101.993652 Iteration 5Q: 3 clusters Score -1329442 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -1329711.750000 Penalty: 3101.993652 Iteration 6Q: 3 clusters Score -1329712 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -1329987.750000 Penalty: 3101.993652 Iteration 7Q: 3 clusters Score -1329988 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -1330275.125000 Penalty: 3101.993652 Iteration 8Q: 3 clusters Score -1330275 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -1330577.500000 Penalty: 3101.993652 Iteration 9Q: 3 clusters Score -1330578 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -1330911.500000 Penalty: 3101.993652 Iteration 10Q: 3 clusters Score -1330912 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -1331279.375000 Penalty: 3101.993652 Iteration 11Q: 3 clusters Score -1331279 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -1331560.125000 Penalty: 3101.993652 Iteration 12Q: 3 clusters Score -1331560 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -1331731.625000 Penalty: 3101.993652 Iteration 13Q: 3 clusters Score -1331732 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -1331828.750000 Penalty: 3101.993652 Iteration 14Q: 3 clusters Score -1331829 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -1331877.500000 Penalty: 3101.993652 Iteration 15Q: 3 clusters Score -1331878 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -1331915.500000 Penalty: 3101.993652 Iteration 16Q: 3 clusters Score -1331916 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -1331937.625000 Penalty: 3101.993652 Iteration 17Q: 3 clusters Score -1331938 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -1331961.125000 Penalty: 3101.993652 Iteration 18Q: 3 clusters Score -1331961 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -1331979.625000 Penalty: 3101.993652 Iteration 19Q: 3 clusters Score -1331980 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1331994.500000 Penalty: 3101.993652 Iteration 20F: 3 clusters Score -1331994 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -1332011.500000 Penalty: 3101.993652 Iteration 21Q: 3 clusters Score -1332012 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -1332023.000000 Penalty: 3101.993652 Iteration 22Q: 3 clusters Score -1332023 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -1332037.750000 Penalty: 3101.993652 Iteration 23Q: 3 clusters Score -1332038 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -1332059.875000 Penalty: 3101.993652 Iteration 24Q: 3 clusters Score -1332060 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -1332073.625000 Penalty: 3101.993652 Iteration 25Q: 3 clusters Score -1332074 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -1332088.125000 Penalty: 3101.993652 Iteration 26Q: 3 clusters Score -1332088 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -1332106.125000 Penalty: 3101.993652 Iteration 27Q: 3 clusters Score -1332106 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -1332113.625000 Penalty: 3101.993652 Iteration 28Q: 3 clusters Score -1332114 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -1332127.750000 Penalty: 3101.993652 Iteration 29Q: 3 clusters Score -1332128 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -1332143.250000 Penalty: 3101.993652 Iteration 30Q: 3 clusters Score -1332143 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -1332160.875000 Penalty: 3101.993652 Iteration 31Q: 3 clusters Score -1332161 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -1332175.250000 Penalty: 3101.993652 Iteration 32Q: 3 clusters Score -1332175 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -1332189.125000 Penalty: 3101.993652 Iteration 33Q: 3 clusters Score -1332189 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -1332192.000000 Penalty: 3101.993652 Iteration 34Q: 3 clusters Score -1332192 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 8390 members Entering Unmasked Estep Score: -1332197.875000 Penalty: 3101.993652 Iteration 35Q: 3 clusters Score -1332198 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -1332207.000000 Penalty: 3101.993652 Iteration 36Q: 3 clusters Score -1332207 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -1332207.500000 Penalty: 3101.993652 Iteration 37Q: 3 clusters Score -1332208 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -1332214.625000 Penalty: 3101.993652 Iteration 38Q: 3 clusters Score -1332215 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -1332217.125000 Penalty: 3101.993652 Iteration 39Q: 3 clusters Score -1332217 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 8511 members Entering Unmasked Estep Score: -1332220.500000 Penalty: 3101.993652 Iteration 40F: 3 clusters Score -1332220 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1332221.000000 Penalty: 3101.993652 Iteration 41Q: 3 clusters Score -1332221 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -1332225.750000 Penalty: 3101.993652 Iteration 42Q: 3 clusters Score -1332226 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -1332240.125000 Penalty: 3101.993652 Iteration 43Q: 3 clusters Score -1332240 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 8635 members Entering Unmasked Estep Score: -1332242.750000 Penalty: 3101.993652 Iteration 44Q: 3 clusters Score -1332243 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -1332248.250000 Penalty: 3101.993652 Iteration 45Q: 3 clusters Score -1332248 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -1332254.500000 Penalty: 3101.993652 Iteration 46Q: 3 clusters Score -1332254 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -1332258.875000 Penalty: 3101.993652 Iteration 47Q: 3 clusters Score -1332259 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 8776 members Entering Unmasked Estep Score: -1332265.625000 Penalty: 3101.993652 Iteration 48Q: 3 clusters Score -1332266 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 8815 members Entering Unmasked Estep Score: -1332274.125000 Penalty: 3101.993652 Iteration 49Q: 3 clusters Score -1332274 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -1332278.875000 Penalty: 3101.993652 Iteration 50Q: 3 clusters Score -1332279 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 8901 members Entering Unmasked Estep Score: -1332288.625000 Penalty: 3101.993652 Iteration 51Q: 3 clusters Score -1332289 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -1332295.500000 Penalty: 3101.993652 Iteration 52Q: 3 clusters Score -1332296 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -1332307.625000 Penalty: 3101.993652 Iteration 53Q: 3 clusters Score -1332308 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -1332312.375000 Penalty: 3101.993652 Iteration 54Q: 3 clusters Score -1332312 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -1332324.625000 Penalty: 3101.993652 Iteration 55Q: 3 clusters Score -1332325 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 9132 members Entering Unmasked Estep Score: -1332335.625000 Penalty: 3101.993652 Iteration 56Q: 3 clusters Score -1332336 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -1332349.125000 Penalty: 3101.993652 Iteration 57Q: 3 clusters Score -1332349 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1332364.125000 Penalty: 3101.993652 Iteration 58Q: 3 clusters Score -1332364 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -1332380.250000 Penalty: 3101.993652 Iteration 59Q: 3 clusters Score -1332380 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -1332404.375000 Penalty: 3101.993652 Iteration 60F: 3 clusters Score -1332404 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -1332414.000000 Penalty: 3101.993652 Iteration 61Q: 3 clusters Score -1332414 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -1332436.375000 Penalty: 3101.993652 Iteration 62Q: 3 clusters Score -1332436 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -1332456.000000 Penalty: 3101.993652 Iteration 63Q: 3 clusters Score -1332456 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 9706 members Entering Unmasked Estep Score: -1332492.875000 Penalty: 3101.993652 Iteration 64Q: 3 clusters Score -1332493 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -1332524.250000 Penalty: 3101.993652 Iteration 65Q: 3 clusters Score -1332524 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -1332555.250000 Penalty: 3101.993652 Iteration 66Q: 3 clusters Score -1332555 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -1332589.625000 Penalty: 3101.993652 Iteration 67Q: 3 clusters Score -1332590 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 10158 members Entering Unmasked Estep Score: -1332639.250000 Penalty: 3101.993652 Iteration 68Q: 3 clusters Score -1332639 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -1332681.875000 Penalty: 3101.993652 Iteration 69Q: 3 clusters Score -1332682 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 10419 members Entering Unmasked Estep Score: -1332723.625000 Penalty: 3101.993652 Iteration 70Q: 3 clusters Score -1332724 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 10540 members Entering Unmasked Estep Score: -1332768.125000 Penalty: 3101.993652 Iteration 71Q: 3 clusters Score -1332768 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 10646 members Entering Unmasked Estep Score: -1332799.875000 Penalty: 3101.993652 Iteration 72Q: 3 clusters Score -1332800 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -1332836.500000 Penalty: 3101.993652 Iteration 73Q: 3 clusters Score -1332836 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -1332875.875000 Penalty: 3101.993652 Iteration 74Q: 3 clusters Score -1332876 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -1332905.375000 Penalty: 3101.993652 Iteration 75Q: 3 clusters Score -1332905 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -1332933.125000 Penalty: 3101.993652 Iteration 76Q: 3 clusters Score -1332933 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -1332954.375000 Penalty: 3101.993652 Iteration 77Q: 3 clusters Score -1332954 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -1332977.750000 Penalty: 3101.993652 Iteration 78Q: 3 clusters Score -1332978 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -1332988.000000 Penalty: 3101.993652 Iteration 79Q: 3 clusters Score -1332988 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -1333009.500000 Penalty: 3101.993652 Iteration 80F: 3 clusters Score -1333010 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -1333030.125000 Penalty: 3101.993652 Iteration 81Q: 3 clusters Score -1333030 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -1333048.125000 Penalty: 3101.993652 Iteration 82Q: 3 clusters Score -1333048 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -1333075.250000 Penalty: 3101.993652 Iteration 83Q: 3 clusters Score -1333075 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -1333096.625000 Penalty: 3101.993652 Iteration 84Q: 3 clusters Score -1333097 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 11745 members Entering Unmasked Estep Score: -1333110.500000 Penalty: 3101.993652 Iteration 85Q: 3 clusters Score -1333110 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1333134.750000 Penalty: 3101.993652 Iteration 86Q: 3 clusters Score -1333135 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -1333150.875000 Penalty: 3101.993652 Iteration 87Q: 3 clusters Score -1333151 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -1333171.000000 Penalty: 3101.993652 Iteration 88Q: 3 clusters Score -1333171 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 12001 members Entering Unmasked Estep Score: -1333181.875000 Penalty: 3101.993652 Iteration 89Q: 3 clusters Score -1333182 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -1333193.500000 Penalty: 3101.993652 Iteration 90Q: 3 clusters Score -1333194 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -1333206.250000 Penalty: 3101.993652 Iteration 91Q: 3 clusters Score -1333206 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -1333216.250000 Penalty: 3101.993652 Iteration 92Q: 3 clusters Score -1333216 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -1333224.500000 Penalty: 3101.993652 Iteration 93Q: 3 clusters Score -1333224 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -1333237.375000 Penalty: 3101.993652 Iteration 94Q: 3 clusters Score -1333237 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 12247 members Entering Unmasked Estep Score: -1333245.500000 Penalty: 3101.993652 Iteration 95Q: 3 clusters Score -1333246 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 12282 members Entering Unmasked Estep Score: -1333258.125000 Penalty: 3101.993652 Iteration 96Q: 3 clusters Score -1333258 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -1333263.750000 Penalty: 3101.993652 Iteration 97Q: 3 clusters Score -1333264 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 12342 members Entering Unmasked Estep Score: -1333267.125000 Penalty: 3101.993652 Iteration 98Q: 3 clusters Score -1333267 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 12369 members Entering Unmasked Estep Score: -1333275.500000 Penalty: 3101.993652 Iteration 99Q: 3 clusters Score -1333276 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -1333282.500000 Penalty: 3101.993652 Iteration 100F: 3 clusters Score -1333282 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -1333287.250000 Penalty: 3101.993652 Iteration 101Q: 3 clusters Score -1333287 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -1333290.750000 Penalty: 3101.993652 Iteration 102Q: 3 clusters Score -1333291 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -1333295.750000 Penalty: 3101.993652 Iteration 103Q: 3 clusters Score -1333296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -1333298.625000 Penalty: 3101.993652 Iteration 104Q: 3 clusters Score -1333299 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -1333303.875000 Penalty: 3101.993652 Iteration 105Q: 3 clusters Score -1333304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 12482 members Entering Unmasked Estep Score: -1333303.375000 Penalty: 3101.993652 Iteration 106Q: 3 clusters Score -1333303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -1333304.000000 Penalty: 3101.993652 Iteration 107Q: 3 clusters Score -1333304 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -1333302.500000 Penalty: 3101.993652 Iteration 108Q: 3 clusters Score -1333302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 12499 members Entering Unmasked Estep Score: -1333303.250000 Penalty: 3101.993652 Iteration 109Q: 3 clusters Score -1333303 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -1333303.625000 Penalty: 3101.993652 Iteration 110Q: 3 clusters Score -1333304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -1333307.625000 Penalty: 3101.993652 Iteration 111Q: 3 clusters Score -1333308 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 12528 members Entering Unmasked Estep Score: -1333310.250000 Penalty: 3101.993652 Iteration 112Q: 3 clusters Score -1333310 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 12544 members Entering Unmasked Estep Score: -1333313.250000 Penalty: 3101.993652 Iteration 113Q: 3 clusters Score -1333313 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -1333315.125000 Penalty: 3101.993652 Iteration 114Q: 3 clusters Score -1333315 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 12563 members Entering Unmasked Estep Score: -1333316.875000 Penalty: 3101.993652 Iteration 115Q: 3 clusters Score -1333317 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 12574 members Entering Unmasked Estep Score: -1333318.250000 Penalty: 3101.993652 Iteration 116Q: 3 clusters Score -1333318 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 12590 members Entering Unmasked Estep Score: -1333321.250000 Penalty: 3101.993652 Iteration 117Q: 3 clusters Score -1333321 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 12606 members Entering Unmasked Estep Score: -1333324.250000 Penalty: 3101.993652 Iteration 118Q: 3 clusters Score -1333324 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -1333326.625000 Penalty: 3101.993652 Iteration 119Q: 3 clusters Score -1333327 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -1333331.125000 Penalty: 3101.993652 Iteration 120F: 3 clusters Score -1333331 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -1333333.625000 Penalty: 3101.993652 Iteration 121Q: 3 clusters Score -1333334 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -1333336.000000 Penalty: 3101.993652 Iteration 122Q: 3 clusters Score -1333336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 12653 members Entering Unmasked Estep Score: -1333338.125000 Penalty: 3101.993652 Iteration 123Q: 3 clusters Score -1333338 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -1333337.750000 Penalty: 3101.993652 Iteration 124Q: 3 clusters Score -1333338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -1333338.750000 Penalty: 3101.993652 Iteration 125Q: 3 clusters Score -1333339 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -1333340.875000 Penalty: 3101.993652 Iteration 126Q: 3 clusters Score -1333341 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -1333339.750000 Penalty: 3101.993652 Iteration 127Q: 3 clusters Score -1333340 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 12678 members Entering Unmasked Estep Score: -1333339.625000 Penalty: 3101.993652 Iteration 128Q: 3 clusters Score -1333340 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 12684 members Entering Unmasked Estep Score: -1333342.375000 Penalty: 3101.993652 Iteration 129Q: 3 clusters Score -1333342 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -1333341.000000 Penalty: 3101.993652 Iteration 130Q: 3 clusters Score -1333341 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 12694 members Entering Unmasked Estep Score: -1333343.500000 Penalty: 3101.993652 Iteration 131Q: 3 clusters Score -1333344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 12697 members Entering Unmasked Estep Score: -1333345.125000 Penalty: 3101.993652 Iteration 132Q: 3 clusters Score -1333345 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -1333344.000000 Penalty: 3101.993652 Iteration 133Q: 3 clusters Score -1333344 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -1333344.000000 Penalty: 3101.993652 Iteration 134F: 3 clusters Score -1333344 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Entering Unmasked Estep Score: -80924.742188 Penalty: 1110.717529 Iteration 0F: 2 clusters Score -80924.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -79497.890625 Penalty: 2221.435059 Iteration 0F: 3 clusters Score -79497.89 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -79743.250000 Penalty: 2221.435059 Iteration 1F: 3 clusters Score -79743.25 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -79835.898438 Penalty: 2221.435059 Iteration 2F: 3 clusters Score -79835.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -79882.781250 Penalty: 2221.435059 Iteration 3Q: 3 clusters Score -79882.78 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -79928.750000 Penalty: 2221.435059 Iteration 4Q: 3 clusters Score -79928.75 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -79973.046875 Penalty: 2221.435059 Iteration 5Q: 3 clusters Score -79973.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -80001.828125 Penalty: 2221.435059 Iteration 6Q: 3 clusters Score -80001.83 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -80016.343750 Penalty: 2221.435059 Iteration 7Q: 3 clusters Score -80016.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -80017.671875 Penalty: 2221.435059 Iteration 8Q: 3 clusters Score -80017.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -80018.359375 Penalty: 2221.435059 Iteration 9Q: 3 clusters Score -80018.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -80019.992188 Penalty: 2221.435059 Iteration 10Q: 3 clusters Score -80019.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -80019.992188 Penalty: 2221.435059 Iteration 11F: 3 clusters Score -80019.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Entering Unmasked Estep Score: -30844.824219 Penalty: 925.231506 Iteration 0F: 2 clusters Score -30844.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -29967.802734 Penalty: 1850.463013 Iteration 0F: 3 clusters Score -29967.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30053.791016 Penalty: 1850.463013 Iteration 1F: 3 clusters Score -30053.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -30065.154297 Penalty: 1850.463013 Iteration 2Q: 3 clusters Score -30065.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -30074.869141 Penalty: 1850.463013 Iteration 3Q: 3 clusters Score -30074.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -30077.917969 Penalty: 1850.463013 Iteration 4Q: 3 clusters Score -30077.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -30077.917969 Penalty: 1850.463013 Iteration 5F: 3 clusters Score -30077.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Entering Unmasked Estep Score: -85842.601562 Penalty: 1100.066772 Iteration 0F: 2 clusters Score -85842.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -84518.757812 Penalty: 2200.133545 Iteration 0F: 3 clusters Score -84518.76 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -84806.015625 Penalty: 2200.133545 Iteration 1F: 3 clusters Score -84806.02 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -85052.382812 Penalty: 2200.133545 Iteration 2F: 3 clusters Score -85052.38 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -85312.234375 Penalty: 2200.133545 Iteration 3F: 3 clusters Score -85312.23 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -85497.054688 Penalty: 2200.133545 Iteration 4F: 3 clusters Score -85497.05 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -85636.921875 Penalty: 2200.133545 Iteration 5F: 3 clusters Score -85636.92 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -85720.781250 Penalty: 2200.133545 Iteration 6Q: 3 clusters Score -85720.78 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -85752.710938 Penalty: 2200.133545 Iteration 7Q: 3 clusters Score -85752.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -85772.429688 Penalty: 2200.133545 Iteration 8Q: 3 clusters Score -85772.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -85774.226562 Penalty: 2200.133545 Iteration 9Q: 3 clusters Score -85774.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -85777.382812 Penalty: 2200.133545 Iteration 10Q: 3 clusters Score -85777.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -85777.382812 Penalty: 2200.133545 Iteration 11F: 3 clusters Score -85777.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Entering Unmasked Estep Score: -868757.312500 Penalty: 1475.574707 Iteration 0F: 2 clusters Score -868757.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -862464.437500 Penalty: 2951.149414 Iteration 0F: 3 clusters Score -862464.4 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -864498.125000 Penalty: 2951.149414 Iteration 1F: 3 clusters Score -864498.1 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -864891.562500 Penalty: 2951.149414 Iteration 2F: 3 clusters Score -864891.6 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -865262.312500 Penalty: 2951.149414 Iteration 3F: 3 clusters Score -865262.3 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -865650.187500 Penalty: 2951.149414 Iteration 4F: 3 clusters Score -865650.2 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -866039.375000 Penalty: 2951.149414 Iteration 5F: 3 clusters Score -866039.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -866395.437500 Penalty: 2951.149414 Iteration 6F: 3 clusters Score -866395.4 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -866722.437500 Penalty: 2951.149414 Iteration 7F: 3 clusters Score -866722.4 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -866998.125000 Penalty: 2951.149414 Iteration 8Q: 3 clusters Score -866998.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -867202.687500 Penalty: 2951.149414 Iteration 9Q: 3 clusters Score -867202.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -867334.000000 Penalty: 2951.149414 Iteration 10Q: 3 clusters Score -867334 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -867440.937500 Penalty: 2951.149414 Iteration 11Q: 3 clusters Score -867440.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -867539.187500 Penalty: 2951.149414 Iteration 12Q: 3 clusters Score -867539.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 8194 members Entering Unmasked Estep Score: -867614.875000 Penalty: 2951.149414 Iteration 13Q: 3 clusters Score -867614.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -867684.312500 Penalty: 2951.149414 Iteration 14Q: 3 clusters Score -867684.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -867730.812500 Penalty: 2951.149414 Iteration 15Q: 3 clusters Score -867730.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -867767.125000 Penalty: 2951.149414 Iteration 16Q: 3 clusters Score -867767.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -867789.125000 Penalty: 2951.149414 Iteration 17Q: 3 clusters Score -867789.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -867801.500000 Penalty: 2951.149414 Iteration 18Q: 3 clusters Score -867801.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -867808.500000 Penalty: 2951.149414 Iteration 19Q: 3 clusters Score -867808.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -867814.750000 Penalty: 2951.149414 Iteration 20F: 3 clusters Score -867814.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -867815.687500 Penalty: 2951.149414 Iteration 21Q: 3 clusters Score -867815.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -867818.812500 Penalty: 2951.149414 Iteration 22Q: 3 clusters Score -867818.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -867819.687500 Penalty: 2951.149414 Iteration 23Q: 3 clusters Score -867819.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -867820.187500 Penalty: 2951.149414 Iteration 24Q: 3 clusters Score -867820.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 8452 members Entering Unmasked Estep Score: -867821.687500 Penalty: 2951.149414 Iteration 25Q: 3 clusters Score -867821.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 8453 members Entering Unmasked Estep Score: -867821.562500 Penalty: 2951.149414 Iteration 26Q: 3 clusters Score -867821.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -867823.312500 Penalty: 2951.149414 Iteration 27Q: 3 clusters Score -867823.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -867823.312500 Penalty: 2951.149414 Iteration 28F: 3 clusters Score -867823.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Entering Unmasked Estep Score: -219164.328125 Penalty: 1252.908325 Iteration 0F: 2 clusters Score -219164.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -216945.218750 Penalty: 2505.816650 Iteration 0F: 3 clusters Score -216945.2 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -217452.125000 Penalty: 2505.816650 Iteration 1F: 3 clusters Score -217452.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -217533.265625 Penalty: 2505.816650 Iteration 2F: 3 clusters Score -217533.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -217587.406250 Penalty: 2505.816650 Iteration 3Q: 3 clusters Score -217587.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -217647.234375 Penalty: 2505.816650 Iteration 4Q: 3 clusters Score -217647.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -217738.156250 Penalty: 2505.816650 Iteration 5Q: 3 clusters Score -217738.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -217848.343750 Penalty: 2505.816650 Iteration 6Q: 3 clusters Score -217848.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -217953.859375 Penalty: 2505.816650 Iteration 7Q: 3 clusters Score -217953.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -218033.968750 Penalty: 2505.816650 Iteration 8Q: 3 clusters Score -218034 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -218109.843750 Penalty: 2505.816650 Iteration 9Q: 3 clusters Score -218109.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -218177.203125 Penalty: 2505.816650 Iteration 10Q: 3 clusters Score -218177.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -218238.156250 Penalty: 2505.816650 Iteration 11Q: 3 clusters Score -218238.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -218277.312500 Penalty: 2505.816650 Iteration 12Q: 3 clusters Score -218277.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -218291.375000 Penalty: 2505.816650 Iteration 13Q: 3 clusters Score -218291.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -218301.187500 Penalty: 2505.816650 Iteration 14Q: 3 clusters Score -218301.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -218314.390625 Penalty: 2505.816650 Iteration 15Q: 3 clusters Score -218314.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -218323.875000 Penalty: 2505.816650 Iteration 16Q: 3 clusters Score -218323.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -218334.406250 Penalty: 2505.816650 Iteration 17Q: 3 clusters Score -218334.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -218342.734375 Penalty: 2505.816650 Iteration 18Q: 3 clusters Score -218342.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -218348.718750 Penalty: 2505.816650 Iteration 19Q: 3 clusters Score -218348.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -218351.421875 Penalty: 2505.816650 Iteration 20F: 3 clusters Score -218351.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -218356.828125 Penalty: 2505.816650 Iteration 21Q: 3 clusters Score -218356.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -218359.359375 Penalty: 2505.816650 Iteration 22Q: 3 clusters Score -218359.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -218361.562500 Penalty: 2505.816650 Iteration 23Q: 3 clusters Score -218361.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -218362.359375 Penalty: 2505.816650 Iteration 24Q: 3 clusters Score -218362.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -218362.750000 Penalty: 2505.816650 Iteration 25Q: 3 clusters Score -218362.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -218363.250000 Penalty: 2505.816650 Iteration 26Q: 3 clusters Score -218363.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -218364.109375 Penalty: 2505.816650 Iteration 27Q: 3 clusters Score -218364.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -218364.109375 Penalty: 2505.816650 Iteration 28F: 3 clusters Score -218364.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Entering Unmasked Estep Score: -701260.875000 Penalty: 1442.846436 Iteration 0F: 2 clusters Score -701260.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -695911.000000 Penalty: 2885.692871 Iteration 0F: 3 clusters Score -695911 nChanged 2991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -697589.937500 Penalty: 2885.692871 Iteration 1F: 3 clusters Score -697589.9 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -697822.687500 Penalty: 2885.692871 Iteration 2F: 3 clusters Score -697822.7 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -698011.812500 Penalty: 2885.692871 Iteration 3F: 3 clusters Score -698011.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -698189.375000 Penalty: 2885.692871 Iteration 4Q: 3 clusters Score -698189.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -698377.312500 Penalty: 2885.692871 Iteration 5Q: 3 clusters Score -698377.3 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -698575.062500 Penalty: 2885.692871 Iteration 6Q: 3 clusters Score -698575.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -698761.437500 Penalty: 2885.692871 Iteration 7Q: 3 clusters Score -698761.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -698976.125000 Penalty: 2885.692871 Iteration 8Q: 3 clusters Score -698976.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -699174.750000 Penalty: 2885.692871 Iteration 9Q: 3 clusters Score -699174.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -699353.500000 Penalty: 2885.692871 Iteration 10Q: 3 clusters Score -699353.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -699514.500000 Penalty: 2885.692871 Iteration 11Q: 3 clusters Score -699514.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -699645.250000 Penalty: 2885.692871 Iteration 12Q: 3 clusters Score -699645.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -699734.250000 Penalty: 2885.692871 Iteration 13Q: 3 clusters Score -699734.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -699805.062500 Penalty: 2885.692871 Iteration 14Q: 3 clusters Score -699805.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -699850.875000 Penalty: 2885.692871 Iteration 15Q: 3 clusters Score -699850.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -699885.625000 Penalty: 2885.692871 Iteration 16Q: 3 clusters Score -699885.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -699912.375000 Penalty: 2885.692871 Iteration 17Q: 3 clusters Score -699912.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -699929.687500 Penalty: 2885.692871 Iteration 18Q: 3 clusters Score -699929.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -699943.125000 Penalty: 2885.692871 Iteration 19Q: 3 clusters Score -699943.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -699950.125000 Penalty: 2885.692871 Iteration 20F: 3 clusters Score -699950.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -699957.000000 Penalty: 2885.692871 Iteration 21Q: 3 clusters Score -699957 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -699966.125000 Penalty: 2885.692871 Iteration 22Q: 3 clusters Score -699966.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -699974.312500 Penalty: 2885.692871 Iteration 23Q: 3 clusters Score -699974.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -699981.375000 Penalty: 2885.692871 Iteration 24Q: 3 clusters Score -699981.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -699988.000000 Penalty: 2885.692871 Iteration 25Q: 3 clusters Score -699988 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -699996.750000 Penalty: 2885.692871 Iteration 26Q: 3 clusters Score -699996.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -700002.437500 Penalty: 2885.692871 Iteration 27Q: 3 clusters Score -700002.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -700010.125000 Penalty: 2885.692871 Iteration 28Q: 3 clusters Score -700010.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -700017.250000 Penalty: 2885.692871 Iteration 29Q: 3 clusters Score -700017.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -700029.437500 Penalty: 2885.692871 Iteration 30Q: 3 clusters Score -700029.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -700038.375000 Penalty: 2885.692871 Iteration 31Q: 3 clusters Score -700038.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -700047.000000 Penalty: 2885.692871 Iteration 32Q: 3 clusters Score -700047 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -700056.437500 Penalty: 2885.692871 Iteration 33Q: 3 clusters Score -700056.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -700062.500000 Penalty: 2885.692871 Iteration 34Q: 3 clusters Score -700062.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -700066.375000 Penalty: 2885.692871 Iteration 35Q: 3 clusters Score -700066.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -700075.562500 Penalty: 2885.692871 Iteration 36Q: 3 clusters Score -700075.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -700079.187500 Penalty: 2885.692871 Iteration 37Q: 3 clusters Score -700079.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -700082.312500 Penalty: 2885.692871 Iteration 38Q: 3 clusters Score -700082.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -700083.312500 Penalty: 2885.692871 Iteration 39Q: 3 clusters Score -700083.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -700084.875000 Penalty: 2885.692871 Iteration 40F: 3 clusters Score -700084.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -700086.375000 Penalty: 2885.692871 Iteration 41Q: 3 clusters Score -700086.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -700085.437500 Penalty: 2885.692871 Iteration 42Q: 3 clusters Score -700085.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -700086.062500 Penalty: 2885.692871 Iteration 43Q: 3 clusters Score -700086.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -700086.562500 Penalty: 2885.692871 Iteration 44Q: 3 clusters Score -700086.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -700087.562500 Penalty: 2885.692871 Iteration 45Q: 3 clusters Score -700087.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -700089.500000 Penalty: 2885.692871 Iteration 46Q: 3 clusters Score -700089.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -700089.937500 Penalty: 2885.692871 Iteration 47Q: 3 clusters Score -700089.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -700093.187500 Penalty: 2885.692871 Iteration 48Q: 3 clusters Score -700093.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -700093.875000 Penalty: 2885.692871 Iteration 49Q: 3 clusters Score -700093.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -700096.750000 Penalty: 2885.692871 Iteration 50Q: 3 clusters Score -700096.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -700100.125000 Penalty: 2885.692871 Iteration 51Q: 3 clusters Score -700100.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -700103.312500 Penalty: 2885.692871 Iteration 52Q: 3 clusters Score -700103.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -700103.125000 Penalty: 2885.692871 Iteration 53Q: 3 clusters Score -700103.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -700106.750000 Penalty: 2885.692871 Iteration 54Q: 3 clusters Score -700106.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -700106.187500 Penalty: 2885.692871 Iteration 55Q: 3 clusters Score -700106.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -700107.125000 Penalty: 2885.692871 Iteration 56Q: 3 clusters Score -700107.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -700108.625000 Penalty: 2885.692871 Iteration 57Q: 3 clusters Score -700108.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -700110.000000 Penalty: 2885.692871 Iteration 58Q: 3 clusters Score -700110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -700112.437500 Penalty: 2885.692871 Iteration 59Q: 3 clusters Score -700112.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -700113.687500 Penalty: 2885.692871 Iteration 60F: 3 clusters Score -700113.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -700119.625000 Penalty: 2885.692871 Iteration 61Q: 3 clusters Score -700119.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -700124.312500 Penalty: 2885.692871 Iteration 62Q: 3 clusters Score -700124.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -700131.562500 Penalty: 2885.692871 Iteration 63Q: 3 clusters Score -700131.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -700138.187500 Penalty: 2885.692871 Iteration 64Q: 3 clusters Score -700138.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -700148.250000 Penalty: 2885.692871 Iteration 65Q: 3 clusters Score -700148.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -700149.562500 Penalty: 2885.692871 Iteration 66Q: 3 clusters Score -700149.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -700155.187500 Penalty: 2885.692871 Iteration 67Q: 3 clusters Score -700155.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -700159.187500 Penalty: 2885.692871 Iteration 68Q: 3 clusters Score -700159.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -700164.125000 Penalty: 2885.692871 Iteration 69Q: 3 clusters Score -700164.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -700174.812500 Penalty: 2885.692871 Iteration 70Q: 3 clusters Score -700174.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -700182.250000 Penalty: 2885.692871 Iteration 71Q: 3 clusters Score -700182.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -700193.812500 Penalty: 2885.692871 Iteration 72Q: 3 clusters Score -700193.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -700205.750000 Penalty: 2885.692871 Iteration 73Q: 3 clusters Score -700205.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -700218.062500 Penalty: 2885.692871 Iteration 74Q: 3 clusters Score -700218.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -700237.750000 Penalty: 2885.692871 Iteration 75Q: 3 clusters Score -700237.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -700256.687500 Penalty: 2885.692871 Iteration 76Q: 3 clusters Score -700256.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -700271.437500 Penalty: 2885.692871 Iteration 77Q: 3 clusters Score -700271.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -700284.125000 Penalty: 2885.692871 Iteration 78Q: 3 clusters Score -700284.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -700293.312500 Penalty: 2885.692871 Iteration 79Q: 3 clusters Score -700293.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -700302.875000 Penalty: 2885.692871 Iteration 80F: 3 clusters Score -700302.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -700314.000000 Penalty: 2885.692871 Iteration 81Q: 3 clusters Score -700314 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -700317.875000 Penalty: 2885.692871 Iteration 82Q: 3 clusters Score -700317.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -700319.562500 Penalty: 2885.692871 Iteration 83Q: 3 clusters Score -700319.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -700322.812500 Penalty: 2885.692871 Iteration 84Q: 3 clusters Score -700322.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -700323.812500 Penalty: 2885.692871 Iteration 85Q: 3 clusters Score -700323.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -700326.562500 Penalty: 2885.692871 Iteration 86Q: 3 clusters Score -700326.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -700326.937500 Penalty: 2885.692871 Iteration 87Q: 3 clusters Score -700326.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -700328.187500 Penalty: 2885.692871 Iteration 88Q: 3 clusters Score -700328.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -700328.062500 Penalty: 2885.692871 Iteration 89Q: 3 clusters Score -700328.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -700330.375000 Penalty: 2885.692871 Iteration 90Q: 3 clusters Score -700330.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -700330.812500 Penalty: 2885.692871 Iteration 91Q: 3 clusters Score -700330.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -700332.562500 Penalty: 2885.692871 Iteration 92Q: 3 clusters Score -700332.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -700333.125000 Penalty: 2885.692871 Iteration 93Q: 3 clusters Score -700333.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -700333.125000 Penalty: 2885.692871 Iteration 94F: 3 clusters Score -700333.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Entering Unmasked Estep Score: -831553.187500 Penalty: 1469.004272 Iteration 0F: 2 clusters Score -831553.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -825370.062500 Penalty: 2938.008545 Iteration 0F: 3 clusters Score -825370.1 nChanged 3579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -827312.562500 Penalty: 2938.008545 Iteration 1F: 3 clusters Score -827312.6 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -827548.312500 Penalty: 2938.008545 Iteration 2F: 3 clusters Score -827548.3 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -827741.000000 Penalty: 2938.008545 Iteration 3F: 3 clusters Score -827741 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -827945.125000 Penalty: 2938.008545 Iteration 4Q: 3 clusters Score -827945.1 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -828163.000000 Penalty: 2938.008545 Iteration 5Q: 3 clusters Score -828163 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -828391.062500 Penalty: 2938.008545 Iteration 6Q: 3 clusters Score -828391.1 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -828644.687500 Penalty: 2938.008545 Iteration 7F: 3 clusters Score -828644.7 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -828915.250000 Penalty: 2938.008545 Iteration 8F: 3 clusters Score -828915.2 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -829155.250000 Penalty: 2938.008545 Iteration 9Q: 3 clusters Score -829155.2 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -829369.687500 Penalty: 2938.008545 Iteration 10Q: 3 clusters Score -829369.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -829545.125000 Penalty: 2938.008545 Iteration 11Q: 3 clusters Score -829545.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -829729.312500 Penalty: 2938.008545 Iteration 12Q: 3 clusters Score -829729.3 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -829876.812500 Penalty: 2938.008545 Iteration 13Q: 3 clusters Score -829876.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -829992.937500 Penalty: 2938.008545 Iteration 14Q: 3 clusters Score -829992.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -830085.625000 Penalty: 2938.008545 Iteration 15Q: 3 clusters Score -830085.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -830162.750000 Penalty: 2938.008545 Iteration 16Q: 3 clusters Score -830162.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -830225.562500 Penalty: 2938.008545 Iteration 17Q: 3 clusters Score -830225.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -830287.562500 Penalty: 2938.008545 Iteration 18Q: 3 clusters Score -830287.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -830345.312500 Penalty: 2938.008545 Iteration 19Q: 3 clusters Score -830345.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -830380.875000 Penalty: 2938.008545 Iteration 20F: 3 clusters Score -830380.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -830409.125000 Penalty: 2938.008545 Iteration 21Q: 3 clusters Score -830409.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -830432.687500 Penalty: 2938.008545 Iteration 22Q: 3 clusters Score -830432.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -830444.812500 Penalty: 2938.008545 Iteration 23Q: 3 clusters Score -830444.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -830454.687500 Penalty: 2938.008545 Iteration 24Q: 3 clusters Score -830454.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -830462.062500 Penalty: 2938.008545 Iteration 25Q: 3 clusters Score -830462.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -830468.000000 Penalty: 2938.008545 Iteration 26Q: 3 clusters Score -830468 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -830473.500000 Penalty: 2938.008545 Iteration 27Q: 3 clusters Score -830473.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -830482.000000 Penalty: 2938.008545 Iteration 28Q: 3 clusters Score -830482 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -830485.062500 Penalty: 2938.008545 Iteration 29Q: 3 clusters Score -830485.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -830490.375000 Penalty: 2938.008545 Iteration 30Q: 3 clusters Score -830490.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -830494.562500 Penalty: 2938.008545 Iteration 31Q: 3 clusters Score -830494.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -830496.187500 Penalty: 2938.008545 Iteration 32Q: 3 clusters Score -830496.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -830499.750000 Penalty: 2938.008545 Iteration 33Q: 3 clusters Score -830499.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -830501.437500 Penalty: 2938.008545 Iteration 34Q: 3 clusters Score -830501.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -830501.312500 Penalty: 2938.008545 Iteration 35Q: 3 clusters Score -830501.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -830502.437500 Penalty: 2938.008545 Iteration 36Q: 3 clusters Score -830502.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -830503.937500 Penalty: 2938.008545 Iteration 37Q: 3 clusters Score -830503.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -830503.500000 Penalty: 2938.008545 Iteration 38Q: 3 clusters Score -830503.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -830503.937500 Penalty: 2938.008545 Iteration 39Q: 3 clusters Score -830503.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -830503.937500 Penalty: 2938.008545 Iteration 40F: 3 clusters Score -830503.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Entering Unmasked Estep Score: -137809.046875 Penalty: 1184.117432 Iteration 0F: 2 clusters Score -137809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -136046.640625 Penalty: 2368.234863 Iteration 0F: 3 clusters Score -136046.6 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -136430.484375 Penalty: 2368.234863 Iteration 1F: 3 clusters Score -136430.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -136517.765625 Penalty: 2368.234863 Iteration 2F: 3 clusters Score -136517.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -136563.671875 Penalty: 2368.234863 Iteration 3Q: 3 clusters Score -136563.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -136612.984375 Penalty: 2368.234863 Iteration 4Q: 3 clusters Score -136613 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -136662.734375 Penalty: 2368.234863 Iteration 5Q: 3 clusters Score -136662.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -136729.046875 Penalty: 2368.234863 Iteration 6Q: 3 clusters Score -136729 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -136787.328125 Penalty: 2368.234863 Iteration 7Q: 3 clusters Score -136787.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -136847.046875 Penalty: 2368.234863 Iteration 8Q: 3 clusters Score -136847 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -136886.484375 Penalty: 2368.234863 Iteration 9Q: 3 clusters Score -136886.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -136918.281250 Penalty: 2368.234863 Iteration 10Q: 3 clusters Score -136918.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -136946.000000 Penalty: 2368.234863 Iteration 11Q: 3 clusters Score -136946 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -136968.062500 Penalty: 2368.234863 Iteration 12Q: 3 clusters Score -136968.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -136984.109375 Penalty: 2368.234863 Iteration 13Q: 3 clusters Score -136984.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -137004.703125 Penalty: 2368.234863 Iteration 14Q: 3 clusters Score -137004.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -137039.031250 Penalty: 2368.234863 Iteration 15Q: 3 clusters Score -137039 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -137083.437500 Penalty: 2368.234863 Iteration 16Q: 3 clusters Score -137083.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -137137.609375 Penalty: 2368.234863 Iteration 17Q: 3 clusters Score -137137.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -137185.312500 Penalty: 2368.234863 Iteration 18Q: 3 clusters Score -137185.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -137245.171875 Penalty: 2368.234863 Iteration 19Q: 3 clusters Score -137245.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -137306.750000 Penalty: 2368.234863 Iteration 20F: 3 clusters Score -137306.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -137368.937500 Penalty: 2368.234863 Iteration 21Q: 3 clusters Score -137368.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -137394.546875 Penalty: 2368.234863 Iteration 22Q: 3 clusters Score -137394.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -137408.359375 Penalty: 2368.234863 Iteration 23Q: 3 clusters Score -137408.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -137415.593750 Penalty: 2368.234863 Iteration 24Q: 3 clusters Score -137415.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -137420.781250 Penalty: 2368.234863 Iteration 25Q: 3 clusters Score -137420.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -137425.578125 Penalty: 2368.234863 Iteration 26Q: 3 clusters Score -137425.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -137429.953125 Penalty: 2368.234863 Iteration 27Q: 3 clusters Score -137430 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -137432.468750 Penalty: 2368.234863 Iteration 28Q: 3 clusters Score -137432.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -137433.796875 Penalty: 2368.234863 Iteration 29Q: 3 clusters Score -137433.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -137433.796875 Penalty: 2368.234863 Iteration 30F: 3 clusters Score -137433.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Entering Unmasked Estep Score: -86897.898438 Penalty: 1104.302246 Iteration 0F: 2 clusters Score -86897.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -85509.390625 Penalty: 2208.604492 Iteration 0F: 3 clusters Score -85509.39 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -85766.656250 Penalty: 2208.604492 Iteration 1F: 3 clusters Score -85766.66 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -85843.648438 Penalty: 2208.604492 Iteration 2F: 3 clusters Score -85843.65 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -85876.773438 Penalty: 2208.604492 Iteration 3Q: 3 clusters Score -85876.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -85908.437500 Penalty: 2208.604492 Iteration 4Q: 3 clusters Score -85908.44 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -85924.453125 Penalty: 2208.604492 Iteration 5Q: 3 clusters Score -85924.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -85933.562500 Penalty: 2208.604492 Iteration 6Q: 3 clusters Score -85933.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -85943.062500 Penalty: 2208.604492 Iteration 7Q: 3 clusters Score -85943.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -85956.937500 Penalty: 2208.604492 Iteration 8Q: 3 clusters Score -85956.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -85964.226562 Penalty: 2208.604492 Iteration 9Q: 3 clusters Score -85964.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -85970.859375 Penalty: 2208.604492 Iteration 10Q: 3 clusters Score -85970.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -85977.890625 Penalty: 2208.604492 Iteration 11Q: 3 clusters Score -85977.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -85985.515625 Penalty: 2208.604492 Iteration 12Q: 3 clusters Score -85985.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -85990.906250 Penalty: 2208.604492 Iteration 13Q: 3 clusters Score -85990.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -85990.906250 Penalty: 2208.604492 Iteration 14F: 3 clusters Score -85990.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Entering Unmasked Estep Score: -555353.250000 Penalty: 1409.195435 Iteration 0F: 2 clusters Score -555353.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -550802.062500 Penalty: 2818.390869 Iteration 0F: 3 clusters Score -550802.1 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -552105.562500 Penalty: 2818.390869 Iteration 1F: 3 clusters Score -552105.6 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -552356.625000 Penalty: 2818.390869 Iteration 2F: 3 clusters Score -552356.6 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -552594.625000 Penalty: 2818.390869 Iteration 3F: 3 clusters Score -552594.6 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -552867.562500 Penalty: 2818.390869 Iteration 4F: 3 clusters Score -552867.6 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -553168.125000 Penalty: 2818.390869 Iteration 5F: 3 clusters Score -553168.1 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -553463.562500 Penalty: 2818.390869 Iteration 6F: 3 clusters Score -553463.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -553760.750000 Penalty: 2818.390869 Iteration 7F: 3 clusters Score -553760.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -553966.250000 Penalty: 2818.390869 Iteration 8Q: 3 clusters Score -553966.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -554109.000000 Penalty: 2818.390869 Iteration 9Q: 3 clusters Score -554109 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -554185.875000 Penalty: 2818.390869 Iteration 10Q: 3 clusters Score -554185.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -554236.312500 Penalty: 2818.390869 Iteration 11Q: 3 clusters Score -554236.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -554269.875000 Penalty: 2818.390869 Iteration 12Q: 3 clusters Score -554269.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -554295.000000 Penalty: 2818.390869 Iteration 13Q: 3 clusters Score -554295 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -554319.812500 Penalty: 2818.390869 Iteration 14Q: 3 clusters Score -554319.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -554338.062500 Penalty: 2818.390869 Iteration 15Q: 3 clusters Score -554338.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -554348.250000 Penalty: 2818.390869 Iteration 16Q: 3 clusters Score -554348.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -554355.625000 Penalty: 2818.390869 Iteration 17Q: 3 clusters Score -554355.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -554364.750000 Penalty: 2818.390869 Iteration 18Q: 3 clusters Score -554364.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -554366.937500 Penalty: 2818.390869 Iteration 19Q: 3 clusters Score -554366.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -554368.000000 Penalty: 2818.390869 Iteration 20F: 3 clusters Score -554368 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -554371.625000 Penalty: 2818.390869 Iteration 21Q: 3 clusters Score -554371.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -554373.312500 Penalty: 2818.390869 Iteration 22Q: 3 clusters Score -554373.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -554376.125000 Penalty: 2818.390869 Iteration 23Q: 3 clusters Score -554376.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -554381.312500 Penalty: 2818.390869 Iteration 24Q: 3 clusters Score -554381.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -554382.625000 Penalty: 2818.390869 Iteration 25Q: 3 clusters Score -554382.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -554383.500000 Penalty: 2818.390869 Iteration 26Q: 3 clusters Score -554383.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -554384.125000 Penalty: 2818.390869 Iteration 27Q: 3 clusters Score -554384.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -554387.062500 Penalty: 2818.390869 Iteration 28Q: 3 clusters Score -554387.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -554390.062500 Penalty: 2818.390869 Iteration 29Q: 3 clusters Score -554390.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -554393.562500 Penalty: 2818.390869 Iteration 30Q: 3 clusters Score -554393.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -554396.375000 Penalty: 2818.390869 Iteration 31Q: 3 clusters Score -554396.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -554398.000000 Penalty: 2818.390869 Iteration 32Q: 3 clusters Score -554398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -554399.187500 Penalty: 2818.390869 Iteration 33Q: 3 clusters Score -554399.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -554404.437500 Penalty: 2818.390869 Iteration 34Q: 3 clusters Score -554404.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -554410.687500 Penalty: 2818.390869 Iteration 35Q: 3 clusters Score -554410.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -554417.875000 Penalty: 2818.390869 Iteration 36Q: 3 clusters Score -554417.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -554422.312500 Penalty: 2818.390869 Iteration 37Q: 3 clusters Score -554422.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -554425.250000 Penalty: 2818.390869 Iteration 38Q: 3 clusters Score -554425.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -554427.437500 Penalty: 2818.390869 Iteration 39Q: 3 clusters Score -554427.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -554429.062500 Penalty: 2818.390869 Iteration 40F: 3 clusters Score -554429.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -554430.875000 Penalty: 2818.390869 Iteration 41Q: 3 clusters Score -554430.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -554431.812500 Penalty: 2818.390869 Iteration 42Q: 3 clusters Score -554431.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -554433.000000 Penalty: 2818.390869 Iteration 43Q: 3 clusters Score -554433 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -554434.312500 Penalty: 2818.390869 Iteration 44Q: 3 clusters Score -554434.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -554434.500000 Penalty: 2818.390869 Iteration 45Q: 3 clusters Score -554434.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -554435.812500 Penalty: 2818.390869 Iteration 46Q: 3 clusters Score -554435.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -554436.687500 Penalty: 2818.390869 Iteration 47Q: 3 clusters Score -554436.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -554438.000000 Penalty: 2818.390869 Iteration 48Q: 3 clusters Score -554438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -554440.687500 Penalty: 2818.390869 Iteration 49Q: 3 clusters Score -554440.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -554440.562500 Penalty: 2818.390869 Iteration 50Q: 3 clusters Score -554440.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -554442.625000 Penalty: 2818.390869 Iteration 51Q: 3 clusters Score -554442.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -554443.625000 Penalty: 2818.390869 Iteration 52Q: 3 clusters Score -554443.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -554444.125000 Penalty: 2818.390869 Iteration 53Q: 3 clusters Score -554444.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -554445.562500 Penalty: 2818.390869 Iteration 54Q: 3 clusters Score -554445.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -554447.000000 Penalty: 2818.390869 Iteration 55Q: 3 clusters Score -554447 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -554448.125000 Penalty: 2818.390869 Iteration 56Q: 3 clusters Score -554448.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -554448.062500 Penalty: 2818.390869 Iteration 57Q: 3 clusters Score -554448.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -554449.375000 Penalty: 2818.390869 Iteration 58Q: 3 clusters Score -554449.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -554449.562500 Penalty: 2818.390869 Iteration 59Q: 3 clusters Score -554449.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -554449.750000 Penalty: 2818.390869 Iteration 60F: 3 clusters Score -554449.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -554450.312500 Penalty: 2818.390869 Iteration 61Q: 3 clusters Score -554450.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -554449.875000 Penalty: 2818.390869 Iteration 62Q: 3 clusters Score -554449.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -554451.750000 Penalty: 2818.390869 Iteration 63Q: 3 clusters Score -554451.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -554452.750000 Penalty: 2818.390869 Iteration 64Q: 3 clusters Score -554452.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -554452.187500 Penalty: 2818.390869 Iteration 65Q: 3 clusters Score -554452.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -554452.187500 Penalty: 2818.390869 Iteration 66F: 3 clusters Score -554452.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Entering Unmasked Estep Score: -31303.892578 Penalty: 968.663330 Iteration 0F: 2 clusters Score -31303.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -30460.402344 Penalty: 1937.326660 Iteration 0F: 3 clusters Score -30460.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -30590.099609 Penalty: 1937.326660 Iteration 1F: 3 clusters Score -30590.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -30653.427734 Penalty: 1937.326660 Iteration 2F: 3 clusters Score -30653.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -30688.339844 Penalty: 1937.326660 Iteration 3Q: 3 clusters Score -30688.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -30700.632812 Penalty: 1937.326660 Iteration 4Q: 3 clusters Score -30700.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -30702.521484 Penalty: 1937.326660 Iteration 5Q: 3 clusters Score -30702.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -30710.000000 Penalty: 1937.326660 Iteration 6Q: 3 clusters Score -30710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -30742.208984 Penalty: 1937.326660 Iteration 7Q: 3 clusters Score -30742.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -30755.587891 Penalty: 1937.326660 Iteration 8Q: 3 clusters Score -30755.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -30787.515625 Penalty: 1937.326660 Iteration 9Q: 3 clusters Score -30787.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -30801.101562 Penalty: 1937.326660 Iteration 10Q: 3 clusters Score -30801.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -30823.486328 Penalty: 1937.326660 Iteration 11Q: 3 clusters Score -30823.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -30848.097656 Penalty: 1937.326660 Iteration 12Q: 3 clusters Score -30848.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -30868.392578 Penalty: 1937.326660 Iteration 13Q: 3 clusters Score -30868.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -30873.169922 Penalty: 1937.326660 Iteration 14Q: 3 clusters Score -30873.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -30876.787109 Penalty: 1937.326660 Iteration 15Q: 3 clusters Score -30876.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -30881.888672 Penalty: 1937.326660 Iteration 16Q: 3 clusters Score -30881.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -30881.888672 Penalty: 1937.326660 Iteration 17F: 3 clusters Score -30881.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Entering Unmasked Estep Score: -182347.546875 Penalty: 1219.463623 Iteration 0F: 2 clusters Score -182347.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -180368.015625 Penalty: 2438.927246 Iteration 0F: 3 clusters Score -180368 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -180835.640625 Penalty: 2438.927246 Iteration 1F: 3 clusters Score -180835.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -180983.546875 Penalty: 2438.927246 Iteration 2F: 3 clusters Score -180983.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -181074.140625 Penalty: 2438.927246 Iteration 3F: 3 clusters Score -181074.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -181147.890625 Penalty: 2438.927246 Iteration 4Q: 3 clusters Score -181147.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -181235.343750 Penalty: 2438.927246 Iteration 5Q: 3 clusters Score -181235.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -181324.656250 Penalty: 2438.927246 Iteration 6Q: 3 clusters Score -181324.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -181442.484375 Penalty: 2438.927246 Iteration 7Q: 3 clusters Score -181442.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -181533.906250 Penalty: 2438.927246 Iteration 8Q: 3 clusters Score -181533.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -181595.593750 Penalty: 2438.927246 Iteration 9Q: 3 clusters Score -181595.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -181641.109375 Penalty: 2438.927246 Iteration 10Q: 3 clusters Score -181641.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -181672.453125 Penalty: 2438.927246 Iteration 11Q: 3 clusters Score -181672.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -181703.296875 Penalty: 2438.927246 Iteration 12Q: 3 clusters Score -181703.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -181721.296875 Penalty: 2438.927246 Iteration 13Q: 3 clusters Score -181721.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -181743.875000 Penalty: 2438.927246 Iteration 14Q: 3 clusters Score -181743.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -181759.796875 Penalty: 2438.927246 Iteration 15Q: 3 clusters Score -181759.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -181771.062500 Penalty: 2438.927246 Iteration 16Q: 3 clusters Score -181771.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -181778.281250 Penalty: 2438.927246 Iteration 17Q: 3 clusters Score -181778.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -181787.078125 Penalty: 2438.927246 Iteration 18Q: 3 clusters Score -181787.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -181796.531250 Penalty: 2438.927246 Iteration 19Q: 3 clusters Score -181796.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -181805.687500 Penalty: 2438.927246 Iteration 20F: 3 clusters Score -181805.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -181813.546875 Penalty: 2438.927246 Iteration 21Q: 3 clusters Score -181813.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -181819.703125 Penalty: 2438.927246 Iteration 22Q: 3 clusters Score -181819.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -181823.421875 Penalty: 2438.927246 Iteration 23Q: 3 clusters Score -181823.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -181827.562500 Penalty: 2438.927246 Iteration 24Q: 3 clusters Score -181827.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -181833.234375 Penalty: 2438.927246 Iteration 25Q: 3 clusters Score -181833.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -181837.406250 Penalty: 2438.927246 Iteration 26Q: 3 clusters Score -181837.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -181843.546875 Penalty: 2438.927246 Iteration 27Q: 3 clusters Score -181843.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -181847.921875 Penalty: 2438.927246 Iteration 28Q: 3 clusters Score -181847.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -181849.484375 Penalty: 2438.927246 Iteration 29Q: 3 clusters Score -181849.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -181850.609375 Penalty: 2438.927246 Iteration 30Q: 3 clusters Score -181850.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -181852.312500 Penalty: 2438.927246 Iteration 31Q: 3 clusters Score -181852.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -181852.437500 Penalty: 2438.927246 Iteration 32Q: 3 clusters Score -181852.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -181852.921875 Penalty: 2438.927246 Iteration 33Q: 3 clusters Score -181852.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -181854.031250 Penalty: 2438.927246 Iteration 34Q: 3 clusters Score -181854 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -181854.109375 Penalty: 2438.927246 Iteration 35Q: 3 clusters Score -181854.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -181854.468750 Penalty: 2438.927246 Iteration 36Q: 3 clusters Score -181854.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -181855.359375 Penalty: 2438.927246 Iteration 37Q: 3 clusters Score -181855.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -181856.062500 Penalty: 2438.927246 Iteration 38Q: 3 clusters Score -181856.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -181857.546875 Penalty: 2438.927246 Iteration 39Q: 3 clusters Score -181857.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -181861.109375 Penalty: 2438.927246 Iteration 40F: 3 clusters Score -181861.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -181862.125000 Penalty: 2438.927246 Iteration 41Q: 3 clusters Score -181862.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -181862.921875 Penalty: 2438.927246 Iteration 42Q: 3 clusters Score -181862.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -181863.515625 Penalty: 2438.927246 Iteration 43Q: 3 clusters Score -181863.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -181863.890625 Penalty: 2438.927246 Iteration 44Q: 3 clusters Score -181863.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -181864.656250 Penalty: 2438.927246 Iteration 45Q: 3 clusters Score -181864.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -181865.828125 Penalty: 2438.927246 Iteration 46Q: 3 clusters Score -181865.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -181869.390625 Penalty: 2438.927246 Iteration 47Q: 3 clusters Score -181869.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -181872.046875 Penalty: 2438.927246 Iteration 48Q: 3 clusters Score -181872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -181874.140625 Penalty: 2438.927246 Iteration 49Q: 3 clusters Score -181874.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -181876.703125 Penalty: 2438.927246 Iteration 50Q: 3 clusters Score -181876.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -181878.453125 Penalty: 2438.927246 Iteration 51Q: 3 clusters Score -181878.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -181881.125000 Penalty: 2438.927246 Iteration 52Q: 3 clusters Score -181881.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -181885.671875 Penalty: 2438.927246 Iteration 53Q: 3 clusters Score -181885.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -181889.093750 Penalty: 2438.927246 Iteration 54Q: 3 clusters Score -181889.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -181891.718750 Penalty: 2438.927246 Iteration 55Q: 3 clusters Score -181891.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -181893.093750 Penalty: 2438.927246 Iteration 56Q: 3 clusters Score -181893.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -181895.593750 Penalty: 2438.927246 Iteration 57Q: 3 clusters Score -181895.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -181897.640625 Penalty: 2438.927246 Iteration 58Q: 3 clusters Score -181897.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -181898.390625 Penalty: 2438.927246 Iteration 59Q: 3 clusters Score -181898.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -181899.750000 Penalty: 2438.927246 Iteration 60F: 3 clusters Score -181899.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -181901.640625 Penalty: 2438.927246 Iteration 61Q: 3 clusters Score -181901.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -181903.687500 Penalty: 2438.927246 Iteration 62Q: 3 clusters Score -181903.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -181905.921875 Penalty: 2438.927246 Iteration 63Q: 3 clusters Score -181905.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -181908.968750 Penalty: 2438.927246 Iteration 64Q: 3 clusters Score -181909 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -181911.406250 Penalty: 2438.927246 Iteration 65Q: 3 clusters Score -181911.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -181911.671875 Penalty: 2438.927246 Iteration 66Q: 3 clusters Score -181911.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -181912.453125 Penalty: 2438.927246 Iteration 67Q: 3 clusters Score -181912.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -181913.453125 Penalty: 2438.927246 Iteration 68Q: 3 clusters Score -181913.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -181913.453125 Penalty: 2438.927246 Iteration 69F: 3 clusters Score -181913.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Entering Unmasked Estep Score: -247994.296875 Penalty: 1281.671387 Iteration 0F: 2 clusters Score -247994.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -245524.156250 Penalty: 2563.342773 Iteration 0F: 3 clusters Score -245524.2 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -246108.750000 Penalty: 2563.342773 Iteration 1F: 3 clusters Score -246108.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -246274.968750 Penalty: 2563.342773 Iteration 2F: 3 clusters Score -246275 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -246415.937500 Penalty: 2563.342773 Iteration 3F: 3 clusters Score -246415.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -246523.031250 Penalty: 2563.342773 Iteration 4F: 3 clusters Score -246523 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -246616.296875 Penalty: 2563.342773 Iteration 5Q: 3 clusters Score -246616.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -246688.250000 Penalty: 2563.342773 Iteration 6Q: 3 clusters Score -246688.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -246745.843750 Penalty: 2563.342773 Iteration 7Q: 3 clusters Score -246745.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -246784.593750 Penalty: 2563.342773 Iteration 8Q: 3 clusters Score -246784.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -246810.796875 Penalty: 2563.342773 Iteration 9Q: 3 clusters Score -246810.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -246833.093750 Penalty: 2563.342773 Iteration 10Q: 3 clusters Score -246833.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -246852.890625 Penalty: 2563.342773 Iteration 11Q: 3 clusters Score -246852.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -246872.875000 Penalty: 2563.342773 Iteration 12Q: 3 clusters Score -246872.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -246887.765625 Penalty: 2563.342773 Iteration 13Q: 3 clusters Score -246887.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -246906.843750 Penalty: 2563.342773 Iteration 14Q: 3 clusters Score -246906.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -246921.250000 Penalty: 2563.342773 Iteration 15Q: 3 clusters Score -246921.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -246932.078125 Penalty: 2563.342773 Iteration 16Q: 3 clusters Score -246932.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -246943.796875 Penalty: 2563.342773 Iteration 17Q: 3 clusters Score -246943.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -246956.156250 Penalty: 2563.342773 Iteration 18Q: 3 clusters Score -246956.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -246972.046875 Penalty: 2563.342773 Iteration 19Q: 3 clusters Score -246972 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -246993.218750 Penalty: 2563.342773 Iteration 20F: 3 clusters Score -246993.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -247008.281250 Penalty: 2563.342773 Iteration 21Q: 3 clusters Score -247008.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -247017.437500 Penalty: 2563.342773 Iteration 22Q: 3 clusters Score -247017.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -247021.671875 Penalty: 2563.342773 Iteration 23Q: 3 clusters Score -247021.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -247026.578125 Penalty: 2563.342773 Iteration 24Q: 3 clusters Score -247026.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -247033.687500 Penalty: 2563.342773 Iteration 25Q: 3 clusters Score -247033.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -247040.109375 Penalty: 2563.342773 Iteration 26Q: 3 clusters Score -247040.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -247044.218750 Penalty: 2563.342773 Iteration 27Q: 3 clusters Score -247044.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -247047.500000 Penalty: 2563.342773 Iteration 28Q: 3 clusters Score -247047.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -247048.500000 Penalty: 2563.342773 Iteration 29Q: 3 clusters Score -247048.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -247048.203125 Penalty: 2563.342773 Iteration 30Q: 3 clusters Score -247048.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -247048.875000 Penalty: 2563.342773 Iteration 31Q: 3 clusters Score -247048.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -247048.875000 Penalty: 2563.342773 Iteration 32F: 3 clusters Score -247048.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -77926.390625 Penalty: 1089.467285 Iteration 0F: 2 clusters Score -77926.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -76679.625000 Penalty: 2178.934570 Iteration 0F: 3 clusters Score -76679.62 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -76904.820312 Penalty: 2178.934570 Iteration 1F: 3 clusters Score -76904.82 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -76955.945312 Penalty: 2178.934570 Iteration 2F: 3 clusters Score -76955.95 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -76993.148438 Penalty: 2178.934570 Iteration 3Q: 3 clusters Score -76993.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -77052.226562 Penalty: 2178.934570 Iteration 4Q: 3 clusters Score -77052.23 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -77107.007812 Penalty: 2178.934570 Iteration 5Q: 3 clusters Score -77107.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -77143.328125 Penalty: 2178.934570 Iteration 6Q: 3 clusters Score -77143.33 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -77172.789062 Penalty: 2178.934570 Iteration 7Q: 3 clusters Score -77172.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -77198.289062 Penalty: 2178.934570 Iteration 8Q: 3 clusters Score -77198.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -77213.007812 Penalty: 2178.934570 Iteration 9Q: 3 clusters Score -77213.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -77225.750000 Penalty: 2178.934570 Iteration 10Q: 3 clusters Score -77225.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -77245.250000 Penalty: 2178.934570 Iteration 11Q: 3 clusters Score -77245.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -77260.203125 Penalty: 2178.934570 Iteration 12Q: 3 clusters Score -77260.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -77275.867188 Penalty: 2178.934570 Iteration 13Q: 3 clusters Score -77275.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -77292.515625 Penalty: 2178.934570 Iteration 14Q: 3 clusters Score -77292.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -77305.414062 Penalty: 2178.934570 Iteration 15Q: 3 clusters Score -77305.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -77316.921875 Penalty: 2178.934570 Iteration 16Q: 3 clusters Score -77316.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -77322.382812 Penalty: 2178.934570 Iteration 17Q: 3 clusters Score -77322.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -77329.906250 Penalty: 2178.934570 Iteration 18Q: 3 clusters Score -77329.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -77336.140625 Penalty: 2178.934570 Iteration 19Q: 3 clusters Score -77336.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -77344.164062 Penalty: 2178.934570 Iteration 20F: 3 clusters Score -77344.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -77347.828125 Penalty: 2178.934570 Iteration 21Q: 3 clusters Score -77347.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -77348.609375 Penalty: 2178.934570 Iteration 22Q: 3 clusters Score -77348.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -77351.343750 Penalty: 2178.934570 Iteration 23Q: 3 clusters Score -77351.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -77354.367188 Penalty: 2178.934570 Iteration 24Q: 3 clusters Score -77354.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -77356.007812 Penalty: 2178.934570 Iteration 25Q: 3 clusters Score -77356.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -77356.546875 Penalty: 2178.934570 Iteration 26Q: 3 clusters Score -77356.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -77356.546875 Penalty: 2178.934570 Iteration 27F: 3 clusters Score -77356.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -48945.812500 Penalty: 1015.307007 Iteration 0F: 2 clusters Score -48945.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -47855.140625 Penalty: 2030.614014 Iteration 0F: 3 clusters Score -47855.14 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -48009.246094 Penalty: 2030.614014 Iteration 1F: 3 clusters Score -48009.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -48043.992188 Penalty: 2030.614014 Iteration 2F: 3 clusters Score -48043.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -48062.437500 Penalty: 2030.614014 Iteration 3Q: 3 clusters Score -48062.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -48067.339844 Penalty: 2030.614014 Iteration 4Q: 3 clusters Score -48067.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -48074.750000 Penalty: 2030.614014 Iteration 5Q: 3 clusters Score -48074.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -48078.640625 Penalty: 2030.614014 Iteration 6Q: 3 clusters Score -48078.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48080.640625 Penalty: 2030.614014 Iteration 7Q: 3 clusters Score -48080.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48080.640625 Penalty: 2030.614014 Iteration 8F: 3 clusters Score -48080.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Entering Unmasked Estep Score: -278344.312500 Penalty: 1291.152710 Iteration 0F: 2 clusters Score -278344.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -275726.000000 Penalty: 2582.305420 Iteration 0F: 3 clusters Score -275726 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -276365.718750 Penalty: 2582.305420 Iteration 1F: 3 clusters Score -276365.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -276494.781250 Penalty: 2582.305420 Iteration 2F: 3 clusters Score -276494.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -276567.312500 Penalty: 2582.305420 Iteration 3Q: 3 clusters Score -276567.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -276606.468750 Penalty: 2582.305420 Iteration 4Q: 3 clusters Score -276606.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -276632.843750 Penalty: 2582.305420 Iteration 5Q: 3 clusters Score -276632.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -276656.031250 Penalty: 2582.305420 Iteration 6Q: 3 clusters Score -276656 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -276677.718750 Penalty: 2582.305420 Iteration 7Q: 3 clusters Score -276677.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -276696.031250 Penalty: 2582.305420 Iteration 8Q: 3 clusters Score -276696 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -276709.125000 Penalty: 2582.305420 Iteration 9Q: 3 clusters Score -276709.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -276720.375000 Penalty: 2582.305420 Iteration 10Q: 3 clusters Score -276720.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -276730.656250 Penalty: 2582.305420 Iteration 11Q: 3 clusters Score -276730.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -276740.593750 Penalty: 2582.305420 Iteration 12Q: 3 clusters Score -276740.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -276751.656250 Penalty: 2582.305420 Iteration 13Q: 3 clusters Score -276751.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -276762.281250 Penalty: 2582.305420 Iteration 14Q: 3 clusters Score -276762.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -276775.906250 Penalty: 2582.305420 Iteration 15Q: 3 clusters Score -276775.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -276791.843750 Penalty: 2582.305420 Iteration 16Q: 3 clusters Score -276791.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -276810.312500 Penalty: 2582.305420 Iteration 17Q: 3 clusters Score -276810.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -276824.562500 Penalty: 2582.305420 Iteration 18Q: 3 clusters Score -276824.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -276841.656250 Penalty: 2582.305420 Iteration 19Q: 3 clusters Score -276841.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -276864.375000 Penalty: 2582.305420 Iteration 20F: 3 clusters Score -276864.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -276887.562500 Penalty: 2582.305420 Iteration 21Q: 3 clusters Score -276887.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -276902.781250 Penalty: 2582.305420 Iteration 22Q: 3 clusters Score -276902.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -276919.906250 Penalty: 2582.305420 Iteration 23Q: 3 clusters Score -276919.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -276938.937500 Penalty: 2582.305420 Iteration 24Q: 3 clusters Score -276938.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -276964.062500 Penalty: 2582.305420 Iteration 25Q: 3 clusters Score -276964.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -276997.937500 Penalty: 2582.305420 Iteration 26Q: 3 clusters Score -276997.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -277030.968750 Penalty: 2582.305420 Iteration 27Q: 3 clusters Score -277031 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -277066.593750 Penalty: 2582.305420 Iteration 28Q: 3 clusters Score -277066.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -277103.968750 Penalty: 2582.305420 Iteration 29Q: 3 clusters Score -277104 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -277132.687500 Penalty: 2582.305420 Iteration 30Q: 3 clusters Score -277132.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -277160.281250 Penalty: 2582.305420 Iteration 31Q: 3 clusters Score -277160.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -277187.562500 Penalty: 2582.305420 Iteration 32Q: 3 clusters Score -277187.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -277212.437500 Penalty: 2582.305420 Iteration 33Q: 3 clusters Score -277212.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -277233.625000 Penalty: 2582.305420 Iteration 34Q: 3 clusters Score -277233.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -277260.437500 Penalty: 2582.305420 Iteration 35Q: 3 clusters Score -277260.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -277301.937500 Penalty: 2582.305420 Iteration 36Q: 3 clusters Score -277301.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -277345.125000 Penalty: 2582.305420 Iteration 37Q: 3 clusters Score -277345.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -277391.687500 Penalty: 2582.305420 Iteration 38Q: 3 clusters Score -277391.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -277434.406250 Penalty: 2582.305420 Iteration 39Q: 3 clusters Score -277434.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -277481.156250 Penalty: 2582.305420 Iteration 40F: 3 clusters Score -277481.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -277540.031250 Penalty: 2582.305420 Iteration 41Q: 3 clusters Score -277540 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -277602.906250 Penalty: 2582.305420 Iteration 42Q: 3 clusters Score -277602.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -277675.156250 Penalty: 2582.305420 Iteration 43Q: 3 clusters Score -277675.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -277777.250000 Penalty: 2582.305420 Iteration 44Q: 3 clusters Score -277777.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -277876.406250 Penalty: 2582.305420 Iteration 45Q: 3 clusters Score -277876.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -278009.281250 Penalty: 2582.305420 Iteration 46Q: 3 clusters Score -278009.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -278161.687500 Penalty: 2582.305420 Iteration 47Q: 3 clusters Score -278161.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -278274.218750 Penalty: 2582.305420 Iteration 48Q: 3 clusters Score -278274.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -278349.968750 Penalty: 2582.305420 Iteration 49Q: 3 clusters Score -278350 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -278387.031250 Penalty: 2582.305420 Iteration 50Q: 3 clusters Score -278387 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -278392.375000 Penalty: 2582.305420 Iteration 51Q: 3 clusters Score -278392.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -278394.625000 Penalty: 2582.305420 Iteration 52Q: 3 clusters Score -278394.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -278395.593750 Penalty: 2582.305420 Iteration 53Q: 3 clusters Score -278395.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -278395.593750 Penalty: 2582.305420 Iteration 54F: 3 clusters Score -278395.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 826 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 2511 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1997 members Entering Unmasked Estep Score: -8180028.000000 Penalty: 66583.812500 Splitting cluster 26 changes total score from -8180538.500000 to -8180028.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Entering Unmasked Estep Score: -88265.765625 Penalty: 1112.628174 Iteration 0F: 2 clusters Score -88265.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -86863.429688 Penalty: 2225.256348 Iteration 0F: 3 clusters Score -86863.43 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -87102.281250 Penalty: 2225.256348 Iteration 1F: 3 clusters Score -87102.28 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -87190.531250 Penalty: 2225.256348 Iteration 2F: 3 clusters Score -87190.53 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -87255.515625 Penalty: 2225.256348 Iteration 3Q: 3 clusters Score -87255.52 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -87310.578125 Penalty: 2225.256348 Iteration 4Q: 3 clusters Score -87310.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -87343.507812 Penalty: 2225.256348 Iteration 5Q: 3 clusters Score -87343.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -87376.882812 Penalty: 2225.256348 Iteration 6Q: 3 clusters Score -87376.88 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -87425.507812 Penalty: 2225.256348 Iteration 7Q: 3 clusters Score -87425.51 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -87489.796875 Penalty: 2225.256348 Iteration 8Q: 3 clusters Score -87489.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -87561.984375 Penalty: 2225.256348 Iteration 9Q: 3 clusters Score -87561.98 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -87639.523438 Penalty: 2225.256348 Iteration 10Q: 3 clusters Score -87639.52 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -87709.835938 Penalty: 2225.256348 Iteration 11Q: 3 clusters Score -87709.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -87762.835938 Penalty: 2225.256348 Iteration 12Q: 3 clusters Score -87762.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -87807.351562 Penalty: 2225.256348 Iteration 13Q: 3 clusters Score -87807.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -87830.539062 Penalty: 2225.256348 Iteration 14Q: 3 clusters Score -87830.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -87848.781250 Penalty: 2225.256348 Iteration 15Q: 3 clusters Score -87848.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -87861.632812 Penalty: 2225.256348 Iteration 16Q: 3 clusters Score -87861.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -87876.421875 Penalty: 2225.256348 Iteration 17Q: 3 clusters Score -87876.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -87883.203125 Penalty: 2225.256348 Iteration 18Q: 3 clusters Score -87883.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -87892.781250 Penalty: 2225.256348 Iteration 19Q: 3 clusters Score -87892.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -87901.960938 Penalty: 2225.256348 Iteration 20F: 3 clusters Score -87901.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -87910.335938 Penalty: 2225.256348 Iteration 21Q: 3 clusters Score -87910.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -87917.617188 Penalty: 2225.256348 Iteration 22Q: 3 clusters Score -87917.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -87918.773438 Penalty: 2225.256348 Iteration 23Q: 3 clusters Score -87918.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -87919.507812 Penalty: 2225.256348 Iteration 24Q: 3 clusters Score -87919.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -87919.507812 Penalty: 2225.256348 Iteration 25F: 3 clusters Score -87919.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Entering Unmasked Estep Score: -71347.742188 Penalty: 1072.257690 Iteration 0F: 2 clusters Score -71347.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -70097.695312 Penalty: 2144.515381 Iteration 0F: 3 clusters Score -70097.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -70329.937500 Penalty: 2144.515381 Iteration 1F: 3 clusters Score -70329.94 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -70375.562500 Penalty: 2144.515381 Iteration 2F: 3 clusters Score -70375.56 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70406.210938 Penalty: 2144.515381 Iteration 3Q: 3 clusters Score -70406.21 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -70428.640625 Penalty: 2144.515381 Iteration 4Q: 3 clusters Score -70428.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -70452.429688 Penalty: 2144.515381 Iteration 5Q: 3 clusters Score -70452.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -70473.289062 Penalty: 2144.515381 Iteration 6Q: 3 clusters Score -70473.29 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -70496.125000 Penalty: 2144.515381 Iteration 7Q: 3 clusters Score -70496.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -70499.429688 Penalty: 2144.515381 Iteration 8Q: 3 clusters Score -70499.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -70501.281250 Penalty: 2144.515381 Iteration 9Q: 3 clusters Score -70501.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -70504.796875 Penalty: 2144.515381 Iteration 10Q: 3 clusters Score -70504.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -70511.671875 Penalty: 2144.515381 Iteration 11Q: 3 clusters Score -70511.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -70512.820312 Penalty: 2144.515381 Iteration 12Q: 3 clusters Score -70512.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -70512.820312 Penalty: 2144.515381 Iteration 13F: 3 clusters Score -70512.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Entering Unmasked Estep Score: -246771.765625 Penalty: 1272.120972 Iteration 0F: 2 clusters Score -246771.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -244385.390625 Penalty: 2544.241943 Iteration 0F: 3 clusters Score -244385.4 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -244922.000000 Penalty: 2544.241943 Iteration 1F: 3 clusters Score -244922 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -245045.421875 Penalty: 2544.241943 Iteration 2F: 3 clusters Score -245045.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -245111.406250 Penalty: 2544.241943 Iteration 3Q: 3 clusters Score -245111.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -245152.781250 Penalty: 2544.241943 Iteration 4Q: 3 clusters Score -245152.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -245190.359375 Penalty: 2544.241943 Iteration 5Q: 3 clusters Score -245190.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -245217.546875 Penalty: 2544.241943 Iteration 6Q: 3 clusters Score -245217.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -245239.546875 Penalty: 2544.241943 Iteration 7Q: 3 clusters Score -245239.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -245256.218750 Penalty: 2544.241943 Iteration 8Q: 3 clusters Score -245256.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -245273.390625 Penalty: 2544.241943 Iteration 9Q: 3 clusters Score -245273.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -245288.437500 Penalty: 2544.241943 Iteration 10Q: 3 clusters Score -245288.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -245301.984375 Penalty: 2544.241943 Iteration 11Q: 3 clusters Score -245302 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -245320.453125 Penalty: 2544.241943 Iteration 12Q: 3 clusters Score -245320.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -245344.968750 Penalty: 2544.241943 Iteration 13Q: 3 clusters Score -245345 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -245390.296875 Penalty: 2544.241943 Iteration 14Q: 3 clusters Score -245390.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -245510.328125 Penalty: 2544.241943 Iteration 15Q: 3 clusters Score -245510.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -245774.625000 Penalty: 2544.241943 Iteration 16Q: 3 clusters Score -245774.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -245982.453125 Penalty: 2544.241943 Iteration 17Q: 3 clusters Score -245982.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -246115.265625 Penalty: 2544.241943 Iteration 18F: 3 clusters Score -246115.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -246232.531250 Penalty: 2544.241943 Iteration 19F: 3 clusters Score -246232.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -246341.859375 Penalty: 2544.241943 Iteration 20F: 3 clusters Score -246341.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -246427.906250 Penalty: 2544.241943 Iteration 21Q: 3 clusters Score -246427.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -246508.359375 Penalty: 2544.241943 Iteration 22Q: 3 clusters Score -246508.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -246598.062500 Penalty: 2544.241943 Iteration 23Q: 3 clusters Score -246598.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -246683.765625 Penalty: 2544.241943 Iteration 24Q: 3 clusters Score -246683.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -246773.078125 Penalty: 2544.241943 Iteration 25Q: 3 clusters Score -246773.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -246856.609375 Penalty: 2544.241943 Iteration 26Q: 3 clusters Score -246856.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -247003.890625 Penalty: 2544.241943 Iteration 27Q: 3 clusters Score -247003.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -247263.062500 Penalty: 2544.241943 Iteration 28Q: 3 clusters Score -247263.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -247411.859375 Penalty: 2544.241943 Iteration 29Q: 3 clusters Score -247411.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -247413.718750 Penalty: 2544.241943 Iteration 30Q: 3 clusters Score -247413.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -247413.718750 Penalty: 2544.241943 Iteration 31F: 3 clusters Score -247413.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 754 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1757 members Entering Unmasked Estep Score: -8180611.000000 Penalty: 66583.812500 Splitting cluster 29 changes total score from -8180538.500000 to -8180611.000000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 30 (283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Entering Unmasked Estep Score: -25990.548828 Penalty: 917.385132 Iteration 0F: 2 clusters Score -25990.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -25078.697266 Penalty: 1834.770264 Iteration 0F: 3 clusters Score -25078.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -25188.394531 Penalty: 1834.770264 Iteration 1F: 3 clusters Score -25188.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -25203.623047 Penalty: 1834.770264 Iteration 2Q: 3 clusters Score -25203.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -25211.193359 Penalty: 1834.770264 Iteration 3Q: 3 clusters Score -25211.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -25214.822266 Penalty: 1834.770264 Iteration 4Q: 3 clusters Score -25214.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -25219.255859 Penalty: 1834.770264 Iteration 5Q: 3 clusters Score -25219.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -25219.255859 Penalty: 1834.770264 Iteration 6F: 3 clusters Score -25219.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Entering Unmasked Estep Score: -390555.187500 Penalty: 1348.310425 Iteration 0F: 2 clusters Score -390555.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -387202.625000 Penalty: 2696.620850 Iteration 0F: 3 clusters Score -387202.6 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -388111.968750 Penalty: 2696.620850 Iteration 1F: 3 clusters Score -388112 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -388331.906250 Penalty: 2696.620850 Iteration 2F: 3 clusters Score -388331.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -388519.875000 Penalty: 2696.620850 Iteration 3F: 3 clusters Score -388519.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -388702.125000 Penalty: 2696.620850 Iteration 4F: 3 clusters Score -388702.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -388864.500000 Penalty: 2696.620850 Iteration 5Q: 3 clusters Score -388864.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -388997.968750 Penalty: 2696.620850 Iteration 6Q: 3 clusters Score -388998 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -389140.406250 Penalty: 2696.620850 Iteration 7Q: 3 clusters Score -389140.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -389268.218750 Penalty: 2696.620850 Iteration 8Q: 3 clusters Score -389268.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -389402.687500 Penalty: 2696.620850 Iteration 9Q: 3 clusters Score -389402.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -389521.375000 Penalty: 2696.620850 Iteration 10Q: 3 clusters Score -389521.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -389643.593750 Penalty: 2696.620850 Iteration 11Q: 3 clusters Score -389643.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -389714.718750 Penalty: 2696.620850 Iteration 12Q: 3 clusters Score -389714.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -389755.093750 Penalty: 2696.620850 Iteration 13Q: 3 clusters Score -389755.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -389782.781250 Penalty: 2696.620850 Iteration 14Q: 3 clusters Score -389782.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -389799.156250 Penalty: 2696.620850 Iteration 15Q: 3 clusters Score -389799.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -389804.750000 Penalty: 2696.620850 Iteration 16Q: 3 clusters Score -389804.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -389808.937500 Penalty: 2696.620850 Iteration 17Q: 3 clusters Score -389808.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -389811.093750 Penalty: 2696.620850 Iteration 18Q: 3 clusters Score -389811.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -389811.687500 Penalty: 2696.620850 Iteration 19Q: 3 clusters Score -389811.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -389812.875000 Penalty: 2696.620850 Iteration 20F: 3 clusters Score -389812.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -389814.156250 Penalty: 2696.620850 Iteration 21Q: 3 clusters Score -389814.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -389814.875000 Penalty: 2696.620850 Iteration 22Q: 3 clusters Score -389814.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -389816.031250 Penalty: 2696.620850 Iteration 23Q: 3 clusters Score -389816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -389816.656250 Penalty: 2696.620850 Iteration 24Q: 3 clusters Score -389816.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -389816.593750 Penalty: 2696.620850 Iteration 25Q: 3 clusters Score -389816.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -389816.875000 Penalty: 2696.620850 Iteration 26Q: 3 clusters Score -389816.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -389816.500000 Penalty: 2696.620850 Iteration 27Q: 3 clusters Score -389816.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -389816.687500 Penalty: 2696.620850 Iteration 28Q: 3 clusters Score -389816.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -389817.937500 Penalty: 2696.620850 Iteration 29Q: 3 clusters Score -389817.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -389817.750000 Penalty: 2696.620850 Iteration 30Q: 3 clusters Score -389817.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -389817.750000 Penalty: 2696.620850 Iteration 31F: 3 clusters Score -389817.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Entering Unmasked Estep Score: -139467.687500 Penalty: 1182.215454 Iteration 0F: 2 clusters Score -139467.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -137737.625000 Penalty: 2364.430908 Iteration 0F: 3 clusters Score -137737.6 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -138104.031250 Penalty: 2364.430908 Iteration 1F: 3 clusters Score -138104 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -138276.156250 Penalty: 2364.430908 Iteration 2F: 3 clusters Score -138276.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -138416.093750 Penalty: 2364.430908 Iteration 3F: 3 clusters Score -138416.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -138517.484375 Penalty: 2364.430908 Iteration 4Q: 3 clusters Score -138517.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -138627.375000 Penalty: 2364.430908 Iteration 5Q: 3 clusters Score -138627.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -138738.359375 Penalty: 2364.430908 Iteration 6Q: 3 clusters Score -138738.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -138804.218750 Penalty: 2364.430908 Iteration 7Q: 3 clusters Score -138804.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -138852.140625 Penalty: 2364.430908 Iteration 8Q: 3 clusters Score -138852.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -138888.203125 Penalty: 2364.430908 Iteration 9Q: 3 clusters Score -138888.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -138912.718750 Penalty: 2364.430908 Iteration 10Q: 3 clusters Score -138912.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -138925.140625 Penalty: 2364.430908 Iteration 11Q: 3 clusters Score -138925.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -138934.593750 Penalty: 2364.430908 Iteration 12Q: 3 clusters Score -138934.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -138942.375000 Penalty: 2364.430908 Iteration 13Q: 3 clusters Score -138942.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -138947.078125 Penalty: 2364.430908 Iteration 14Q: 3 clusters Score -138947.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -138950.515625 Penalty: 2364.430908 Iteration 15Q: 3 clusters Score -138950.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -138953.734375 Penalty: 2364.430908 Iteration 16Q: 3 clusters Score -138953.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -138958.218750 Penalty: 2364.430908 Iteration 17Q: 3 clusters Score -138958.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -138965.562500 Penalty: 2364.430908 Iteration 18Q: 3 clusters Score -138965.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -138972.781250 Penalty: 2364.430908 Iteration 19Q: 3 clusters Score -138972.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -138974.828125 Penalty: 2364.430908 Iteration 20F: 3 clusters Score -138974.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -138978.765625 Penalty: 2364.430908 Iteration 21Q: 3 clusters Score -138978.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -138980.578125 Penalty: 2364.430908 Iteration 22Q: 3 clusters Score -138980.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -138983.703125 Penalty: 2364.430908 Iteration 23Q: 3 clusters Score -138983.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -138985.843750 Penalty: 2364.430908 Iteration 24Q: 3 clusters Score -138985.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -138987.937500 Penalty: 2364.430908 Iteration 25Q: 3 clusters Score -138987.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -138989.359375 Penalty: 2364.430908 Iteration 26Q: 3 clusters Score -138989.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -138990.328125 Penalty: 2364.430908 Iteration 27Q: 3 clusters Score -138990.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -138993.062500 Penalty: 2364.430908 Iteration 28Q: 3 clusters Score -138993.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -138998.312500 Penalty: 2364.430908 Iteration 29Q: 3 clusters Score -138998.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -138999.546875 Penalty: 2364.430908 Iteration 30Q: 3 clusters Score -138999.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -139000.718750 Penalty: 2364.430908 Iteration 31Q: 3 clusters Score -139000.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -139002.671875 Penalty: 2364.430908 Iteration 32Q: 3 clusters Score -139002.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -139005.109375 Penalty: 2364.430908 Iteration 33Q: 3 clusters Score -139005.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -139008.578125 Penalty: 2364.430908 Iteration 34Q: 3 clusters Score -139008.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -139008.578125 Penalty: 2364.430908 Iteration 35F: 3 clusters Score -139008.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Entering Unmasked Estep Score: -67242.257812 Penalty: 1072.699951 Iteration 0F: 2 clusters Score -67242.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -65993.171875 Penalty: 2145.399902 Iteration 0F: 3 clusters Score -65993.17 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -66209.851562 Penalty: 2145.399902 Iteration 1F: 3 clusters Score -66209.85 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -66279.125000 Penalty: 2145.399902 Iteration 2F: 3 clusters Score -66279.12 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -66337.085938 Penalty: 2145.399902 Iteration 3Q: 3 clusters Score -66337.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -66384.539062 Penalty: 2145.399902 Iteration 4Q: 3 clusters Score -66384.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -66406.820312 Penalty: 2145.399902 Iteration 5Q: 3 clusters Score -66406.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -66417.929688 Penalty: 2145.399902 Iteration 6Q: 3 clusters Score -66417.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -66431.437500 Penalty: 2145.399902 Iteration 7Q: 3 clusters Score -66431.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -66463.554688 Penalty: 2145.399902 Iteration 8Q: 3 clusters Score -66463.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -66477.312500 Penalty: 2145.399902 Iteration 9Q: 3 clusters Score -66477.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -66492.515625 Penalty: 2145.399902 Iteration 10Q: 3 clusters Score -66492.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -66511.726562 Penalty: 2145.399902 Iteration 11Q: 3 clusters Score -66511.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -66518.929688 Penalty: 2145.399902 Iteration 12Q: 3 clusters Score -66518.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -66525.312500 Penalty: 2145.399902 Iteration 13Q: 3 clusters Score -66525.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -66530.000000 Penalty: 2145.399902 Iteration 14Q: 3 clusters Score -66530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -66536.406250 Penalty: 2145.399902 Iteration 15Q: 3 clusters Score -66536.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -66545.968750 Penalty: 2145.399902 Iteration 16Q: 3 clusters Score -66545.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -66549.070312 Penalty: 2145.399902 Iteration 17Q: 3 clusters Score -66549.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -66551.937500 Penalty: 2145.399902 Iteration 18Q: 3 clusters Score -66551.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -66556.250000 Penalty: 2145.399902 Iteration 19Q: 3 clusters Score -66556.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -66558.281250 Penalty: 2145.399902 Iteration 20F: 3 clusters Score -66558.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -66560.843750 Penalty: 2145.399902 Iteration 21Q: 3 clusters Score -66560.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -66561.882812 Penalty: 2145.399902 Iteration 22Q: 3 clusters Score -66561.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -66561.882812 Penalty: 2145.399902 Iteration 23F: 3 clusters Score -66561.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Entering Unmasked Estep Score: -109366.484375 Penalty: 1144.938721 Iteration 0F: 2 clusters Score -109366.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -107805.312500 Penalty: 2289.877441 Iteration 0F: 3 clusters Score -107805.3 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -108081.671875 Penalty: 2289.877441 Iteration 1F: 3 clusters Score -108081.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -108163.601562 Penalty: 2289.877441 Iteration 2F: 3 clusters Score -108163.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -108217.078125 Penalty: 2289.877441 Iteration 3Q: 3 clusters Score -108217.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -108290.921875 Penalty: 2289.877441 Iteration 4Q: 3 clusters Score -108290.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -108340.429688 Penalty: 2289.877441 Iteration 5Q: 3 clusters Score -108340.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -108386.687500 Penalty: 2289.877441 Iteration 6Q: 3 clusters Score -108386.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -108426.835938 Penalty: 2289.877441 Iteration 7Q: 3 clusters Score -108426.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -108453.437500 Penalty: 2289.877441 Iteration 8Q: 3 clusters Score -108453.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -108472.132812 Penalty: 2289.877441 Iteration 9Q: 3 clusters Score -108472.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -108485.132812 Penalty: 2289.877441 Iteration 10Q: 3 clusters Score -108485.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -108497.000000 Penalty: 2289.877441 Iteration 11Q: 3 clusters Score -108497 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -108503.664062 Penalty: 2289.877441 Iteration 12Q: 3 clusters Score -108503.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -108509.203125 Penalty: 2289.877441 Iteration 13Q: 3 clusters Score -108509.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -108515.554688 Penalty: 2289.877441 Iteration 14Q: 3 clusters Score -108515.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -108518.132812 Penalty: 2289.877441 Iteration 15Q: 3 clusters Score -108518.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -108519.460938 Penalty: 2289.877441 Iteration 16Q: 3 clusters Score -108519.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -108519.460938 Penalty: 2289.877441 Iteration 17F: 3 clusters Score -108519.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Entering Unmasked Estep Score: -64360.957031 Penalty: 1054.495850 Iteration 0F: 2 clusters Score -64360.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -63164.511719 Penalty: 2108.991699 Iteration 0F: 3 clusters Score -63164.51 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -63402.628906 Penalty: 2108.991699 Iteration 1F: 3 clusters Score -63402.63 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -63510.031250 Penalty: 2108.991699 Iteration 2F: 3 clusters Score -63510.03 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -63577.925781 Penalty: 2108.991699 Iteration 3F: 3 clusters Score -63577.93 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -63658.062500 Penalty: 2108.991699 Iteration 4Q: 3 clusters Score -63658.06 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -63739.105469 Penalty: 2108.991699 Iteration 5F: 3 clusters Score -63739.11 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -63800.824219 Penalty: 2108.991699 Iteration 6Q: 3 clusters Score -63800.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -63863.222656 Penalty: 2108.991699 Iteration 7Q: 3 clusters Score -63863.22 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -63916.957031 Penalty: 2108.991699 Iteration 8Q: 3 clusters Score -63916.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -63968.855469 Penalty: 2108.991699 Iteration 9Q: 3 clusters Score -63968.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -63995.855469 Penalty: 2108.991699 Iteration 10Q: 3 clusters Score -63995.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -64011.984375 Penalty: 2108.991699 Iteration 11Q: 3 clusters Score -64011.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -64016.527344 Penalty: 2108.991699 Iteration 12Q: 3 clusters Score -64016.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -64019.730469 Penalty: 2108.991699 Iteration 13Q: 3 clusters Score -64019.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -64024.437500 Penalty: 2108.991699 Iteration 14Q: 3 clusters Score -64024.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -64029.398438 Penalty: 2108.991699 Iteration 15Q: 3 clusters Score -64029.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -64034.171875 Penalty: 2108.991699 Iteration 16Q: 3 clusters Score -64034.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -64034.589844 Penalty: 2108.991699 Iteration 17Q: 3 clusters Score -64034.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -64036.472656 Penalty: 2108.991699 Iteration 18Q: 3 clusters Score -64036.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -64036.472656 Penalty: 2108.991699 Iteration 19F: 3 clusters Score -64036.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1660 members Mstep: Class 6 contains 1068 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4450 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 754 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1148 members Mstep: Class 35 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -8180687.000000 Penalty: 66583.812500 Iteration 133F: 37 clusters Score -8180687 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1049 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4443 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5836 members Mstep: Class 21 contains 388 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 781 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1107 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1797 members Entering Unmasked Estep ConsiderDeletion Score: -8180741.000000 Penalty: 66583.812500 Iteration 134Q: 37 clusters Score -8180741 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1043 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4440 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5836 members Mstep: Class 21 contains 387 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 792 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1084 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1819 members Entering Unmasked Estep ConsiderDeletion Score: -8180764.000000 Penalty: 66583.812500 Iteration 135Q: 37 clusters Score -8180764 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1040 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4439 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5836 members Mstep: Class 21 contains 387 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 798 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1076 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1826 members Entering Unmasked Estep ConsiderDeletion Score: -8180786.000000 Penalty: 66583.812500 Iteration 136Q: 37 clusters Score -8180786 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1039 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4436 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 387 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 804 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1070 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1831 members Entering Unmasked Estep ConsiderDeletion Score: -8180788.000000 Penalty: 66583.812500 Iteration 137Q: 37 clusters Score -8180788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1038 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4436 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 386 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 808 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1064 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1835 members Entering Unmasked Estep ConsiderDeletion Score: -8180789.500000 Penalty: 66583.812500 Iteration 138Q: 37 clusters Score -8180790 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1037 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4436 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 386 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 812 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1060 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1836 members Entering Unmasked Estep ConsiderDeletion Score: -8180795.000000 Penalty: 66583.812500 Iteration 139Q: 37 clusters Score -8180795 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1037 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4436 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 386 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 812 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1060 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1836 members Entering Unmasked Estep ConsiderDeletion Score: -8180795.000000 Penalty: 66583.812500 Iteration 140F: 37 clusters Score -8180795 nChanged 0 Entering ConstructFrom: Score: -8180795.000000 Penalty: 66583.812500 Entering ConstructFrom: Trying to split cluster 1 (418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Entering Unmasked Estep Score: -31581.667969 Penalty: 980.765747 Iteration 0F: 2 clusters Score -31581.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -30687.640625 Penalty: 1961.531494 Iteration 0F: 3 clusters Score -30687.64 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -30902.001953 Penalty: 1961.531494 Iteration 1F: 3 clusters Score -30902 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -31063.072266 Penalty: 1961.531494 Iteration 2F: 3 clusters Score -31063.07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -31213.144531 Penalty: 1961.531494 Iteration 3F: 3 clusters Score -31213.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -31280.841797 Penalty: 1961.531494 Iteration 4F: 3 clusters Score -31280.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -31288.324219 Penalty: 1961.531494 Iteration 5Q: 3 clusters Score -31288.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -31292.298828 Penalty: 1961.531494 Iteration 6Q: 3 clusters Score -31292.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -31295.564453 Penalty: 1961.531494 Iteration 7Q: 3 clusters Score -31295.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -31296.791016 Penalty: 1961.531494 Iteration 8Q: 3 clusters Score -31296.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -31297.712891 Penalty: 1961.531494 Iteration 9Q: 3 clusters Score -31297.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -31301.580078 Penalty: 1961.531494 Iteration 10Q: 3 clusters Score -31301.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -31303.652344 Penalty: 1961.531494 Iteration 11Q: 3 clusters Score -31303.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -31303.652344 Penalty: 1961.531494 Iteration 12F: 3 clusters Score -31303.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Entering Unmasked Estep Score: -70966.000000 Penalty: 1096.100952 Iteration 0F: 2 clusters Score -70966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -69694.234375 Penalty: 2192.201904 Iteration 0F: 3 clusters Score -69694.23 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -70021.078125 Penalty: 2192.201904 Iteration 1F: 3 clusters Score -70021.08 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -70173.062500 Penalty: 2192.201904 Iteration 2F: 3 clusters Score -70173.06 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70267.953125 Penalty: 2192.201904 Iteration 3F: 3 clusters Score -70267.95 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -70361.953125 Penalty: 2192.201904 Iteration 4Q: 3 clusters Score -70361.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -70419.554688 Penalty: 2192.201904 Iteration 5Q: 3 clusters Score -70419.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -70455.132812 Penalty: 2192.201904 Iteration 6Q: 3 clusters Score -70455.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -70472.148438 Penalty: 2192.201904 Iteration 7Q: 3 clusters Score -70472.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -70494.429688 Penalty: 2192.201904 Iteration 8Q: 3 clusters Score -70494.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -70516.351562 Penalty: 2192.201904 Iteration 9Q: 3 clusters Score -70516.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -70542.296875 Penalty: 2192.201904 Iteration 10Q: 3 clusters Score -70542.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -70585.000000 Penalty: 2192.201904 Iteration 11Q: 3 clusters Score -70585 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -70648.960938 Penalty: 2192.201904 Iteration 12Q: 3 clusters Score -70648.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -70714.023438 Penalty: 2192.201904 Iteration 13Q: 3 clusters Score -70714.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -70788.195312 Penalty: 2192.201904 Iteration 14Q: 3 clusters Score -70788.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70833.953125 Penalty: 2192.201904 Iteration 15Q: 3 clusters Score -70833.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -70880.593750 Penalty: 2192.201904 Iteration 16Q: 3 clusters Score -70880.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70893.218750 Penalty: 2192.201904 Iteration 17Q: 3 clusters Score -70893.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -70897.148438 Penalty: 2192.201904 Iteration 18Q: 3 clusters Score -70897.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70900.734375 Penalty: 2192.201904 Iteration 19Q: 3 clusters Score -70900.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70917.921875 Penalty: 2192.201904 Iteration 20F: 3 clusters Score -70917.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70978.359375 Penalty: 2192.201904 Iteration 21Q: 3 clusters Score -70978.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -70998.968750 Penalty: 2192.201904 Iteration 22Q: 3 clusters Score -70998.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -71009.648438 Penalty: 2192.201904 Iteration 23Q: 3 clusters Score -71009.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -71014.281250 Penalty: 2192.201904 Iteration 24Q: 3 clusters Score -71014.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -71016.429688 Penalty: 2192.201904 Iteration 25Q: 3 clusters Score -71016.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -71019.398438 Penalty: 2192.201904 Iteration 26Q: 3 clusters Score -71019.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -71021.835938 Penalty: 2192.201904 Iteration 27Q: 3 clusters Score -71021.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -71021.835938 Penalty: 2192.201904 Iteration 28F: 3 clusters Score -71021.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1037 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4436 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 386 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 812 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1060 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1836 members Mstep: Class 37 contains 332 members Entering Unmasked Estep Score: -8180098.000000 Penalty: 68433.359375 Splitting cluster 2 changes total score from -8180795.000000 to -8180098.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Entering Unmasked Estep Score: -105576.500000 Penalty: 1138.145752 Iteration 0F: 2 clusters Score -105576.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -104073.117188 Penalty: 2276.291504 Iteration 0F: 3 clusters Score -104073.1 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -104378.343750 Penalty: 2276.291504 Iteration 1F: 3 clusters Score -104378.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -104471.367188 Penalty: 2276.291504 Iteration 2F: 3 clusters Score -104471.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -104522.210938 Penalty: 2276.291504 Iteration 3Q: 3 clusters Score -104522.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -104554.382812 Penalty: 2276.291504 Iteration 4Q: 3 clusters Score -104554.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -104580.625000 Penalty: 2276.291504 Iteration 5Q: 3 clusters Score -104580.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -104593.101562 Penalty: 2276.291504 Iteration 6Q: 3 clusters Score -104593.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -104597.109375 Penalty: 2276.291504 Iteration 7Q: 3 clusters Score -104597.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -104597.882812 Penalty: 2276.291504 Iteration 8Q: 3 clusters Score -104597.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -104599.296875 Penalty: 2276.291504 Iteration 9Q: 3 clusters Score -104599.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -104601.617188 Penalty: 2276.291504 Iteration 10Q: 3 clusters Score -104601.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -104603.578125 Penalty: 2276.291504 Iteration 11Q: 3 clusters Score -104603.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -104606.093750 Penalty: 2276.291504 Iteration 12Q: 3 clusters Score -104606.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -104607.515625 Penalty: 2276.291504 Iteration 13Q: 3 clusters Score -104607.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -104607.773438 Penalty: 2276.291504 Iteration 14Q: 3 clusters Score -104607.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -104607.773438 Penalty: 2276.291504 Iteration 15F: 3 clusters Score -104607.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Entering Unmasked Estep Score: -187701.125000 Penalty: 1231.448608 Iteration 0F: 2 clusters Score -187701.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -185629.671875 Penalty: 2462.897217 Iteration 0F: 3 clusters Score -185629.7 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -186053.906250 Penalty: 2462.897217 Iteration 1F: 3 clusters Score -186053.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -186182.078125 Penalty: 2462.897217 Iteration 2F: 3 clusters Score -186182.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -186269.656250 Penalty: 2462.897217 Iteration 3Q: 3 clusters Score -186269.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -186394.718750 Penalty: 2462.897217 Iteration 4F: 3 clusters Score -186394.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -186563.312500 Penalty: 2462.897217 Iteration 5F: 3 clusters Score -186563.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -186753.484375 Penalty: 2462.897217 Iteration 6F: 3 clusters Score -186753.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -186969.046875 Penalty: 2462.897217 Iteration 7F: 3 clusters Score -186969 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -187230.359375 Penalty: 2462.897217 Iteration 8F: 3 clusters Score -187230.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -187502.000000 Penalty: 2462.897217 Iteration 9F: 3 clusters Score -187502 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -187679.906250 Penalty: 2462.897217 Iteration 10Q: 3 clusters Score -187679.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -187732.468750 Penalty: 2462.897217 Iteration 11Q: 3 clusters Score -187732.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -187755.828125 Penalty: 2462.897217 Iteration 12Q: 3 clusters Score -187755.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -187776.609375 Penalty: 2462.897217 Iteration 13Q: 3 clusters Score -187776.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -187780.984375 Penalty: 2462.897217 Iteration 14Q: 3 clusters Score -187781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -187781.546875 Penalty: 2462.897217 Iteration 15Q: 3 clusters Score -187781.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -187781.546875 Penalty: 2462.897217 Iteration 16F: 3 clusters Score -187781.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 976 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1037 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4436 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 386 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 2823 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 812 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1060 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1836 members Mstep: Class 37 contains 979 members Entering Unmasked Estep Score: -8180257.500000 Penalty: 68433.359375 Splitting cluster 4 changes total score from -8180795.000000 to -8180257.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Entering Unmasked Estep Score: -166099.187500 Penalty: 1204.965942 Iteration 0F: 2 clusters Score -166099.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -164217.390625 Penalty: 2409.931885 Iteration 0F: 3 clusters Score -164217.4 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -164621.312500 Penalty: 2409.931885 Iteration 1F: 3 clusters Score -164621.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -164774.734375 Penalty: 2409.931885 Iteration 2F: 3 clusters Score -164774.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -164859.328125 Penalty: 2409.931885 Iteration 3F: 3 clusters Score -164859.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -164924.343750 Penalty: 2409.931885 Iteration 4Q: 3 clusters Score -164924.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -164978.562500 Penalty: 2409.931885 Iteration 5Q: 3 clusters Score -164978.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -165023.015625 Penalty: 2409.931885 Iteration 6Q: 3 clusters Score -165023 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -165061.953125 Penalty: 2409.931885 Iteration 7Q: 3 clusters Score -165062 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -165095.937500 Penalty: 2409.931885 Iteration 8Q: 3 clusters Score -165095.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -165120.531250 Penalty: 2409.931885 Iteration 9Q: 3 clusters Score -165120.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -165157.062500 Penalty: 2409.931885 Iteration 10Q: 3 clusters Score -165157.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -165180.078125 Penalty: 2409.931885 Iteration 11Q: 3 clusters Score -165180.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -165201.375000 Penalty: 2409.931885 Iteration 12Q: 3 clusters Score -165201.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -165218.656250 Penalty: 2409.931885 Iteration 13Q: 3 clusters Score -165218.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -165235.531250 Penalty: 2409.931885 Iteration 14Q: 3 clusters Score -165235.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -165250.328125 Penalty: 2409.931885 Iteration 15Q: 3 clusters Score -165250.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -165263.093750 Penalty: 2409.931885 Iteration 16Q: 3 clusters Score -165263.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -165269.515625 Penalty: 2409.931885 Iteration 17Q: 3 clusters Score -165269.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -165272.312500 Penalty: 2409.931885 Iteration 18Q: 3 clusters Score -165272.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -165274.453125 Penalty: 2409.931885 Iteration 19Q: 3 clusters Score -165274.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -165277.781250 Penalty: 2409.931885 Iteration 20F: 3 clusters Score -165277.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -165281.000000 Penalty: 2409.931885 Iteration 21Q: 3 clusters Score -165281 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -165282.968750 Penalty: 2409.931885 Iteration 22Q: 3 clusters Score -165283 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -165284.500000 Penalty: 2409.931885 Iteration 23Q: 3 clusters Score -165284.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -165287.078125 Penalty: 2409.931885 Iteration 24Q: 3 clusters Score -165287.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -165290.156250 Penalty: 2409.931885 Iteration 25Q: 3 clusters Score -165290.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -165297.078125 Penalty: 2409.931885 Iteration 26Q: 3 clusters Score -165297.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -165306.218750 Penalty: 2409.931885 Iteration 27Q: 3 clusters Score -165306.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -165311.781250 Penalty: 2409.931885 Iteration 28Q: 3 clusters Score -165311.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -165314.718750 Penalty: 2409.931885 Iteration 29Q: 3 clusters Score -165314.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -165317.609375 Penalty: 2409.931885 Iteration 30Q: 3 clusters Score -165317.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -165317.765625 Penalty: 2409.931885 Iteration 31Q: 3 clusters Score -165317.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -165317.765625 Penalty: 2409.931885 Iteration 32F: 3 clusters Score -165317.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Entering Unmasked Estep Score: -87949.796875 Penalty: 1128.414185 Iteration 0F: 2 clusters Score -87949.8 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 516 members Entering Unmasked Estep Score: -86521.039062 Penalty: 2256.828369 Iteration 0F: 3 clusters Score -86521.04 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -86840.835938 Penalty: 2256.828369 Iteration 1F: 3 clusters Score -86840.84 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -86986.992188 Penalty: 2256.828369 Iteration 2F: 3 clusters Score -86986.99 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -87069.726562 Penalty: 2256.828369 Iteration 3F: 3 clusters Score -87069.73 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -87133.070312 Penalty: 2256.828369 Iteration 4Q: 3 clusters Score -87133.07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -87196.617188 Penalty: 2256.828369 Iteration 5Q: 3 clusters Score -87196.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -87231.132812 Penalty: 2256.828369 Iteration 6Q: 3 clusters Score -87231.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -87247.476562 Penalty: 2256.828369 Iteration 7Q: 3 clusters Score -87247.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -87268.828125 Penalty: 2256.828369 Iteration 8Q: 3 clusters Score -87268.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -87283.554688 Penalty: 2256.828369 Iteration 9Q: 3 clusters Score -87283.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -87297.179688 Penalty: 2256.828369 Iteration 10Q: 3 clusters Score -87297.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -87305.000000 Penalty: 2256.828369 Iteration 11Q: 3 clusters Score -87305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -87312.500000 Penalty: 2256.828369 Iteration 12Q: 3 clusters Score -87312.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -87323.328125 Penalty: 2256.828369 Iteration 13Q: 3 clusters Score -87323.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -87332.632812 Penalty: 2256.828369 Iteration 14Q: 3 clusters Score -87332.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -87349.601562 Penalty: 2256.828369 Iteration 15Q: 3 clusters Score -87349.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -87365.734375 Penalty: 2256.828369 Iteration 16Q: 3 clusters Score -87365.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -87371.570312 Penalty: 2256.828369 Iteration 17Q: 3 clusters Score -87371.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -87378.296875 Penalty: 2256.828369 Iteration 18Q: 3 clusters Score -87378.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -87380.304688 Penalty: 2256.828369 Iteration 19Q: 3 clusters Score -87380.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -87380.304688 Penalty: 2256.828369 Iteration 20F: 3 clusters Score -87380.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Entering Unmasked Estep Score: -159453.390625 Penalty: 1202.004150 Iteration 0F: 2 clusters Score -159453.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -157649.500000 Penalty: 2404.008301 Iteration 0F: 3 clusters Score -157649.5 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -158110.625000 Penalty: 2404.008301 Iteration 1F: 3 clusters Score -158110.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -158276.625000 Penalty: 2404.008301 Iteration 2F: 3 clusters Score -158276.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -158376.593750 Penalty: 2404.008301 Iteration 3F: 3 clusters Score -158376.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -158432.093750 Penalty: 2404.008301 Iteration 4Q: 3 clusters Score -158432.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -158493.453125 Penalty: 2404.008301 Iteration 5Q: 3 clusters Score -158493.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -158552.187500 Penalty: 2404.008301 Iteration 6Q: 3 clusters Score -158552.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -158608.328125 Penalty: 2404.008301 Iteration 7Q: 3 clusters Score -158608.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -158658.265625 Penalty: 2404.008301 Iteration 8Q: 3 clusters Score -158658.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -158692.375000 Penalty: 2404.008301 Iteration 9Q: 3 clusters Score -158692.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -158716.515625 Penalty: 2404.008301 Iteration 10Q: 3 clusters Score -158716.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -158739.203125 Penalty: 2404.008301 Iteration 11Q: 3 clusters Score -158739.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -158753.890625 Penalty: 2404.008301 Iteration 12Q: 3 clusters Score -158753.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -158768.781250 Penalty: 2404.008301 Iteration 13Q: 3 clusters Score -158768.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -158775.953125 Penalty: 2404.008301 Iteration 14Q: 3 clusters Score -158776 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -158780.890625 Penalty: 2404.008301 Iteration 15Q: 3 clusters Score -158780.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -158784.531250 Penalty: 2404.008301 Iteration 16Q: 3 clusters Score -158784.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -158784.625000 Penalty: 2404.008301 Iteration 17Q: 3 clusters Score -158784.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -158786.187500 Penalty: 2404.008301 Iteration 18F: 3 clusters Score -158786.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -158792.765625 Penalty: 2404.008301 Iteration 19Q: 3 clusters Score -158792.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -158801.359375 Penalty: 2404.008301 Iteration 20F: 3 clusters Score -158801.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -158809.187500 Penalty: 2404.008301 Iteration 21Q: 3 clusters Score -158809.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -158811.500000 Penalty: 2404.008301 Iteration 22Q: 3 clusters Score -158811.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -158813.312500 Penalty: 2404.008301 Iteration 23Q: 3 clusters Score -158813.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -158816.000000 Penalty: 2404.008301 Iteration 24Q: 3 clusters Score -158816 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -158819.390625 Penalty: 2404.008301 Iteration 25Q: 3 clusters Score -158819.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -158820.953125 Penalty: 2404.008301 Iteration 26Q: 3 clusters Score -158821 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -158822.250000 Penalty: 2404.008301 Iteration 27Q: 3 clusters Score -158822.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -158822.562500 Penalty: 2404.008301 Iteration 28Q: 3 clusters Score -158822.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -158823.953125 Penalty: 2404.008301 Iteration 29Q: 3 clusters Score -158824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -158824.281250 Penalty: 2404.008301 Iteration 30Q: 3 clusters Score -158824.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -158824.859375 Penalty: 2404.008301 Iteration 31Q: 3 clusters Score -158824.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -158825.500000 Penalty: 2404.008301 Iteration 32Q: 3 clusters Score -158825.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -158826.421875 Penalty: 2404.008301 Iteration 33Q: 3 clusters Score -158826.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -158827.984375 Penalty: 2404.008301 Iteration 34Q: 3 clusters Score -158828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -158830.296875 Penalty: 2404.008301 Iteration 35Q: 3 clusters Score -158830.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -158831.765625 Penalty: 2404.008301 Iteration 36Q: 3 clusters Score -158831.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -158837.125000 Penalty: 2404.008301 Iteration 37Q: 3 clusters Score -158837.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -158838.187500 Penalty: 2404.008301 Iteration 38Q: 3 clusters Score -158838.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -158838.187500 Penalty: 2404.008301 Iteration 39F: 3 clusters Score -158838.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Entering Unmasked Estep Score: -213547.187500 Penalty: 1249.820068 Iteration 0F: 2 clusters Score -213547.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -211346.453125 Penalty: 2499.640137 Iteration 0F: 3 clusters Score -211346.5 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -211876.093750 Penalty: 2499.640137 Iteration 1F: 3 clusters Score -211876.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -212031.750000 Penalty: 2499.640137 Iteration 2F: 3 clusters Score -212031.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -212131.890625 Penalty: 2499.640137 Iteration 3F: 3 clusters Score -212131.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -212196.484375 Penalty: 2499.640137 Iteration 4Q: 3 clusters Score -212196.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -212231.984375 Penalty: 2499.640137 Iteration 5Q: 3 clusters Score -212232 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -212258.906250 Penalty: 2499.640137 Iteration 6Q: 3 clusters Score -212258.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -212281.593750 Penalty: 2499.640137 Iteration 7Q: 3 clusters Score -212281.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -212303.234375 Penalty: 2499.640137 Iteration 8Q: 3 clusters Score -212303.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -212321.343750 Penalty: 2499.640137 Iteration 9Q: 3 clusters Score -212321.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -212343.437500 Penalty: 2499.640137 Iteration 10Q: 3 clusters Score -212343.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -212362.343750 Penalty: 2499.640137 Iteration 11Q: 3 clusters Score -212362.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -212380.296875 Penalty: 2499.640137 Iteration 12Q: 3 clusters Score -212380.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -212396.187500 Penalty: 2499.640137 Iteration 13Q: 3 clusters Score -212396.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -212411.218750 Penalty: 2499.640137 Iteration 14Q: 3 clusters Score -212411.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -212429.296875 Penalty: 2499.640137 Iteration 15Q: 3 clusters Score -212429.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -212445.515625 Penalty: 2499.640137 Iteration 16Q: 3 clusters Score -212445.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -212465.062500 Penalty: 2499.640137 Iteration 17Q: 3 clusters Score -212465.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -212484.781250 Penalty: 2499.640137 Iteration 18Q: 3 clusters Score -212484.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -212510.265625 Penalty: 2499.640137 Iteration 19Q: 3 clusters Score -212510.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -212539.187500 Penalty: 2499.640137 Iteration 20F: 3 clusters Score -212539.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -212560.343750 Penalty: 2499.640137 Iteration 21Q: 3 clusters Score -212560.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -212582.546875 Penalty: 2499.640137 Iteration 22Q: 3 clusters Score -212582.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -212603.031250 Penalty: 2499.640137 Iteration 23Q: 3 clusters Score -212603 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -212619.531250 Penalty: 2499.640137 Iteration 24Q: 3 clusters Score -212619.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -212639.125000 Penalty: 2499.640137 Iteration 25Q: 3 clusters Score -212639.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -212650.546875 Penalty: 2499.640137 Iteration 26Q: 3 clusters Score -212650.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -212667.187500 Penalty: 2499.640137 Iteration 27Q: 3 clusters Score -212667.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -212686.234375 Penalty: 2499.640137 Iteration 28Q: 3 clusters Score -212686.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -212703.906250 Penalty: 2499.640137 Iteration 29Q: 3 clusters Score -212703.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -212727.593750 Penalty: 2499.640137 Iteration 30Q: 3 clusters Score -212727.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -212751.625000 Penalty: 2499.640137 Iteration 31Q: 3 clusters Score -212751.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -212765.468750 Penalty: 2499.640137 Iteration 32Q: 3 clusters Score -212765.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -212770.125000 Penalty: 2499.640137 Iteration 33Q: 3 clusters Score -212770.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -212773.906250 Penalty: 2499.640137 Iteration 34Q: 3 clusters Score -212773.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -212780.265625 Penalty: 2499.640137 Iteration 35Q: 3 clusters Score -212780.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -212782.546875 Penalty: 2499.640137 Iteration 36Q: 3 clusters Score -212782.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -212784.031250 Penalty: 2499.640137 Iteration 37Q: 3 clusters Score -212784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -212784.921875 Penalty: 2499.640137 Iteration 38Q: 3 clusters Score -212784.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -212787.406250 Penalty: 2499.640137 Iteration 39Q: 3 clusters Score -212787.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -212789.500000 Penalty: 2499.640137 Iteration 40F: 3 clusters Score -212789.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Entering Unmasked Estep Score: -441681.093750 Penalty: 1364.595093 Iteration 0F: 2 clusters Score -441681.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -438061.843750 Penalty: 2729.190186 Iteration 0F: 3 clusters Score -438061.8 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -438992.437500 Penalty: 2729.190186 Iteration 1F: 3 clusters Score -438992.4 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -439147.281250 Penalty: 2729.190186 Iteration 2F: 3 clusters Score -439147.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -439254.156250 Penalty: 2729.190186 Iteration 3Q: 3 clusters Score -439254.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -439346.000000 Penalty: 2729.190186 Iteration 4Q: 3 clusters Score -439346 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -439409.656250 Penalty: 2729.190186 Iteration 5Q: 3 clusters Score -439409.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -439448.656250 Penalty: 2729.190186 Iteration 6Q: 3 clusters Score -439448.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -439481.750000 Penalty: 2729.190186 Iteration 7Q: 3 clusters Score -439481.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -439513.875000 Penalty: 2729.190186 Iteration 8Q: 3 clusters Score -439513.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -439549.656250 Penalty: 2729.190186 Iteration 9Q: 3 clusters Score -439549.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -439588.406250 Penalty: 2729.190186 Iteration 10Q: 3 clusters Score -439588.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -439633.500000 Penalty: 2729.190186 Iteration 11Q: 3 clusters Score -439633.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -439704.093750 Penalty: 2729.190186 Iteration 12Q: 3 clusters Score -439704.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -439784.625000 Penalty: 2729.190186 Iteration 13Q: 3 clusters Score -439784.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -439861.437500 Penalty: 2729.190186 Iteration 14Q: 3 clusters Score -439861.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -439937.093750 Penalty: 2729.190186 Iteration 15Q: 3 clusters Score -439937.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -440005.625000 Penalty: 2729.190186 Iteration 16Q: 3 clusters Score -440005.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -440084.718750 Penalty: 2729.190186 Iteration 17Q: 3 clusters Score -440084.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -440165.781250 Penalty: 2729.190186 Iteration 18Q: 3 clusters Score -440165.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -440246.250000 Penalty: 2729.190186 Iteration 19Q: 3 clusters Score -440246.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -440324.718750 Penalty: 2729.190186 Iteration 20F: 3 clusters Score -440324.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -440402.875000 Penalty: 2729.190186 Iteration 21Q: 3 clusters Score -440402.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -440481.531250 Penalty: 2729.190186 Iteration 22Q: 3 clusters Score -440481.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -440559.468750 Penalty: 2729.190186 Iteration 23Q: 3 clusters Score -440559.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -440649.218750 Penalty: 2729.190186 Iteration 24Q: 3 clusters Score -440649.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -440711.312500 Penalty: 2729.190186 Iteration 25Q: 3 clusters Score -440711.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -440771.406250 Penalty: 2729.190186 Iteration 26Q: 3 clusters Score -440771.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -440814.093750 Penalty: 2729.190186 Iteration 27Q: 3 clusters Score -440814.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -440845.062500 Penalty: 2729.190186 Iteration 28Q: 3 clusters Score -440845.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -440868.031250 Penalty: 2729.190186 Iteration 29Q: 3 clusters Score -440868 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -440877.437500 Penalty: 2729.190186 Iteration 30Q: 3 clusters Score -440877.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -440885.000000 Penalty: 2729.190186 Iteration 31Q: 3 clusters Score -440885 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -440890.312500 Penalty: 2729.190186 Iteration 32Q: 3 clusters Score -440890.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -440894.468750 Penalty: 2729.190186 Iteration 33Q: 3 clusters Score -440894.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -440895.812500 Penalty: 2729.190186 Iteration 34Q: 3 clusters Score -440895.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -440896.531250 Penalty: 2729.190186 Iteration 35Q: 3 clusters Score -440896.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -440898.218750 Penalty: 2729.190186 Iteration 36Q: 3 clusters Score -440898.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -440898.406250 Penalty: 2729.190186 Iteration 37Q: 3 clusters Score -440898.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -440898.406250 Penalty: 2729.190186 Iteration 38F: 3 clusters Score -440898.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Entering Unmasked Estep Score: -1334676.000000 Penalty: 1550.996826 Iteration 0F: 2 clusters Score -1334676 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1324964.500000 Penalty: 3101.993652 Iteration 0F: 3 clusters Score -1324964 nChanged 6189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -1328474.250000 Penalty: 3101.993652 Iteration 1F: 3 clusters Score -1328474 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -1328904.000000 Penalty: 3101.993652 Iteration 2F: 3 clusters Score -1328904 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1329294.500000 Penalty: 3101.993652 Iteration 3F: 3 clusters Score -1329294 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1329635.000000 Penalty: 3101.993652 Iteration 4Q: 3 clusters Score -1329635 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1329981.625000 Penalty: 3101.993652 Iteration 5Q: 3 clusters Score -1329982 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9214 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1330293.125000 Penalty: 3101.993652 Iteration 6Q: 3 clusters Score -1330293 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1330618.875000 Penalty: 3101.993652 Iteration 7Q: 3 clusters Score -1330619 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1330906.750000 Penalty: 3101.993652 Iteration 8Q: 3 clusters Score -1330907 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1331221.875000 Penalty: 3101.993652 Iteration 9Q: 3 clusters Score -1331222 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10862 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1331560.500000 Penalty: 3101.993652 Iteration 10Q: 3 clusters Score -1331560 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1331888.875000 Penalty: 3101.993652 Iteration 11Q: 3 clusters Score -1331889 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11652 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1332175.000000 Penalty: 3101.993652 Iteration 12Q: 3 clusters Score -1332175 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1332389.250000 Penalty: 3101.993652 Iteration 13Q: 3 clusters Score -1332389 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12257 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -1332596.750000 Penalty: 3101.993652 Iteration 14Q: 3 clusters Score -1332597 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1332783.000000 Penalty: 3101.993652 Iteration 15Q: 3 clusters Score -1332783 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12712 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -1332940.625000 Penalty: 3101.993652 Iteration 16Q: 3 clusters Score -1332941 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12859 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1333058.625000 Penalty: 3101.993652 Iteration 17Q: 3 clusters Score -1333059 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12970 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1333141.750000 Penalty: 3101.993652 Iteration 18Q: 3 clusters Score -1333142 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1333221.000000 Penalty: 3101.993652 Iteration 19Q: 3 clusters Score -1333221 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1333295.000000 Penalty: 3101.993652 Iteration 20F: 3 clusters Score -1333295 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13211 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1333334.875000 Penalty: 3101.993652 Iteration 21Q: 3 clusters Score -1333335 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1333359.500000 Penalty: 3101.993652 Iteration 22Q: 3 clusters Score -1333360 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1333382.125000 Penalty: 3101.993652 Iteration 23Q: 3 clusters Score -1333382 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13314 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1333403.125000 Penalty: 3101.993652 Iteration 24Q: 3 clusters Score -1333403 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13342 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1333424.625000 Penalty: 3101.993652 Iteration 25Q: 3 clusters Score -1333425 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1333439.375000 Penalty: 3101.993652 Iteration 26Q: 3 clusters Score -1333439 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13381 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1333448.000000 Penalty: 3101.993652 Iteration 27Q: 3 clusters Score -1333448 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13394 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1333455.625000 Penalty: 3101.993652 Iteration 28Q: 3 clusters Score -1333456 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13402 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -1333460.625000 Penalty: 3101.993652 Iteration 29Q: 3 clusters Score -1333461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1333463.500000 Penalty: 3101.993652 Iteration 30Q: 3 clusters Score -1333464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1333465.000000 Penalty: 3101.993652 Iteration 31Q: 3 clusters Score -1333465 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1333465.000000 Penalty: 3101.993652 Iteration 32F: 3 clusters Score -1333465 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Entering Unmasked Estep Score: -80924.742188 Penalty: 1110.717529 Iteration 0F: 2 clusters Score -80924.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -79534.546875 Penalty: 2221.435059 Iteration 0F: 3 clusters Score -79534.55 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -79795.812500 Penalty: 2221.435059 Iteration 1F: 3 clusters Score -79795.81 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -79886.117188 Penalty: 2221.435059 Iteration 2F: 3 clusters Score -79886.12 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -79929.570312 Penalty: 2221.435059 Iteration 3Q: 3 clusters Score -79929.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -79951.273438 Penalty: 2221.435059 Iteration 4Q: 3 clusters Score -79951.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -79971.148438 Penalty: 2221.435059 Iteration 5Q: 3 clusters Score -79971.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -79982.562500 Penalty: 2221.435059 Iteration 6Q: 3 clusters Score -79982.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -79990.914062 Penalty: 2221.435059 Iteration 7Q: 3 clusters Score -79990.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -80002.554688 Penalty: 2221.435059 Iteration 8Q: 3 clusters Score -80002.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -80011.789062 Penalty: 2221.435059 Iteration 9Q: 3 clusters Score -80011.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -80014.531250 Penalty: 2221.435059 Iteration 10Q: 3 clusters Score -80014.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -80019.632812 Penalty: 2221.435059 Iteration 11Q: 3 clusters Score -80019.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -80027.953125 Penalty: 2221.435059 Iteration 12Q: 3 clusters Score -80027.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -80035.070312 Penalty: 2221.435059 Iteration 13Q: 3 clusters Score -80035.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -80037.460938 Penalty: 2221.435059 Iteration 14Q: 3 clusters Score -80037.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -80038.734375 Penalty: 2221.435059 Iteration 15Q: 3 clusters Score -80038.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -80038.734375 Penalty: 2221.435059 Iteration 16F: 3 clusters Score -80038.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Entering Unmasked Estep Score: -30844.824219 Penalty: 925.231506 Iteration 0F: 2 clusters Score -30844.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -29922.431641 Penalty: 1850.463013 Iteration 0F: 3 clusters Score -29922.43 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30022.769531 Penalty: 1850.463013 Iteration 1F: 3 clusters Score -30022.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -30040.205078 Penalty: 1850.463013 Iteration 2Q: 3 clusters Score -30040.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -30047.681641 Penalty: 1850.463013 Iteration 3Q: 3 clusters Score -30047.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -30050.136719 Penalty: 1850.463013 Iteration 4Q: 3 clusters Score -30050.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -30051.992188 Penalty: 1850.463013 Iteration 5Q: 3 clusters Score -30051.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -30054.070312 Penalty: 1850.463013 Iteration 6Q: 3 clusters Score -30054.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -30056.699219 Penalty: 1850.463013 Iteration 7Q: 3 clusters Score -30056.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -30056.699219 Penalty: 1850.463013 Iteration 8F: 3 clusters Score -30056.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Entering Unmasked Estep Score: -85842.601562 Penalty: 1100.066772 Iteration 0F: 2 clusters Score -85842.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -84512.000000 Penalty: 2200.133545 Iteration 0F: 3 clusters Score -84512 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -84763.148438 Penalty: 2200.133545 Iteration 1F: 3 clusters Score -84763.15 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -84833.875000 Penalty: 2200.133545 Iteration 2F: 3 clusters Score -84833.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -84869.773438 Penalty: 2200.133545 Iteration 3Q: 3 clusters Score -84869.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -84902.218750 Penalty: 2200.133545 Iteration 4Q: 3 clusters Score -84902.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -84934.804688 Penalty: 2200.133545 Iteration 5Q: 3 clusters Score -84934.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -84972.406250 Penalty: 2200.133545 Iteration 6Q: 3 clusters Score -84972.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -85034.687500 Penalty: 2200.133545 Iteration 7Q: 3 clusters Score -85034.69 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -85105.656250 Penalty: 2200.133545 Iteration 8Q: 3 clusters Score -85105.66 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -85199.804688 Penalty: 2200.133545 Iteration 9Q: 3 clusters Score -85199.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -85322.023438 Penalty: 2200.133545 Iteration 10Q: 3 clusters Score -85322.02 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -85430.179688 Penalty: 2200.133545 Iteration 11Q: 3 clusters Score -85430.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -85535.617188 Penalty: 2200.133545 Iteration 12Q: 3 clusters Score -85535.62 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -85600.007812 Penalty: 2200.133545 Iteration 13Q: 3 clusters Score -85600.01 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -85669.398438 Penalty: 2200.133545 Iteration 14Q: 3 clusters Score -85669.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -85705.320312 Penalty: 2200.133545 Iteration 15Q: 3 clusters Score -85705.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -85720.773438 Penalty: 2200.133545 Iteration 16Q: 3 clusters Score -85720.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -85729.695312 Penalty: 2200.133545 Iteration 17Q: 3 clusters Score -85729.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -85734.210938 Penalty: 2200.133545 Iteration 18Q: 3 clusters Score -85734.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -85735.695312 Penalty: 2200.133545 Iteration 19Q: 3 clusters Score -85735.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -85735.695312 Penalty: 2200.133545 Iteration 20F: 3 clusters Score -85735.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Entering Unmasked Estep Score: -868757.312500 Penalty: 1475.574707 Iteration 0F: 2 clusters Score -868757.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -862397.250000 Penalty: 2951.149414 Iteration 0F: 3 clusters Score -862397.2 nChanged 3752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -864402.625000 Penalty: 2951.149414 Iteration 1F: 3 clusters Score -864402.6 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -864603.250000 Penalty: 2951.149414 Iteration 2F: 3 clusters Score -864603.2 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -864740.750000 Penalty: 2951.149414 Iteration 3Q: 3 clusters Score -864740.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -864832.562500 Penalty: 2951.149414 Iteration 4Q: 3 clusters Score -864832.6 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -864926.250000 Penalty: 2951.149414 Iteration 5Q: 3 clusters Score -864926.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -865031.687500 Penalty: 2951.149414 Iteration 6Q: 3 clusters Score -865031.7 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -865154.812500 Penalty: 2951.149414 Iteration 7Q: 3 clusters Score -865154.8 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -865329.687500 Penalty: 2951.149414 Iteration 8Q: 3 clusters Score -865329.7 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -865564.187500 Penalty: 2951.149414 Iteration 9Q: 3 clusters Score -865564.2 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -865860.500000 Penalty: 2951.149414 Iteration 10F: 3 clusters Score -865860.5 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -866213.812500 Penalty: 2951.149414 Iteration 11F: 3 clusters Score -866213.8 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -866582.562500 Penalty: 2951.149414 Iteration 12F: 3 clusters Score -866582.6 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -866872.500000 Penalty: 2951.149414 Iteration 13Q: 3 clusters Score -866872.5 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -867100.625000 Penalty: 2951.149414 Iteration 14Q: 3 clusters Score -867100.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -867234.687500 Penalty: 2951.149414 Iteration 15Q: 3 clusters Score -867234.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -867321.000000 Penalty: 2951.149414 Iteration 16Q: 3 clusters Score -867321 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -867403.375000 Penalty: 2951.149414 Iteration 17Q: 3 clusters Score -867403.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -867484.062500 Penalty: 2951.149414 Iteration 18Q: 3 clusters Score -867484.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -867536.687500 Penalty: 2951.149414 Iteration 19Q: 3 clusters Score -867536.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -867564.750000 Penalty: 2951.149414 Iteration 20F: 3 clusters Score -867564.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -867577.062500 Penalty: 2951.149414 Iteration 21Q: 3 clusters Score -867577.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -867586.625000 Penalty: 2951.149414 Iteration 22Q: 3 clusters Score -867586.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -867588.625000 Penalty: 2951.149414 Iteration 23Q: 3 clusters Score -867588.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -867589.625000 Penalty: 2951.149414 Iteration 24Q: 3 clusters Score -867589.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -867593.562500 Penalty: 2951.149414 Iteration 25Q: 3 clusters Score -867593.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -867594.687500 Penalty: 2951.149414 Iteration 26Q: 3 clusters Score -867594.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -867595.687500 Penalty: 2951.149414 Iteration 27Q: 3 clusters Score -867595.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -867600.500000 Penalty: 2951.149414 Iteration 28Q: 3 clusters Score -867600.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -867600.625000 Penalty: 2951.149414 Iteration 29Q: 3 clusters Score -867600.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -867601.812500 Penalty: 2951.149414 Iteration 30Q: 3 clusters Score -867601.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -867603.812500 Penalty: 2951.149414 Iteration 31Q: 3 clusters Score -867603.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -867604.812500 Penalty: 2951.149414 Iteration 32Q: 3 clusters Score -867604.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -867607.875000 Penalty: 2951.149414 Iteration 33Q: 3 clusters Score -867607.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8009 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -867610.062500 Penalty: 2951.149414 Iteration 34Q: 3 clusters Score -867610.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -867620.062500 Penalty: 2951.149414 Iteration 35Q: 3 clusters Score -867620.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -867624.875000 Penalty: 2951.149414 Iteration 36Q: 3 clusters Score -867624.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -867626.062500 Penalty: 2951.149414 Iteration 37Q: 3 clusters Score -867626.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -867627.312500 Penalty: 2951.149414 Iteration 38Q: 3 clusters Score -867627.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -867629.250000 Penalty: 2951.149414 Iteration 39Q: 3 clusters Score -867629.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -867628.937500 Penalty: 2951.149414 Iteration 40F: 3 clusters Score -867628.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -867629.250000 Penalty: 2951.149414 Iteration 41Q: 3 clusters Score -867629.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -867629.250000 Penalty: 2951.149414 Iteration 42F: 3 clusters Score -867629.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Entering Unmasked Estep Score: -219164.328125 Penalty: 1252.908325 Iteration 0F: 2 clusters Score -219164.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -216934.031250 Penalty: 2505.816650 Iteration 0F: 3 clusters Score -216934 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -217461.984375 Penalty: 2505.816650 Iteration 1F: 3 clusters Score -217462 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -217579.093750 Penalty: 2505.816650 Iteration 2F: 3 clusters Score -217579.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -217659.218750 Penalty: 2505.816650 Iteration 3Q: 3 clusters Score -217659.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -217745.968750 Penalty: 2505.816650 Iteration 4Q: 3 clusters Score -217746 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -217854.109375 Penalty: 2505.816650 Iteration 5Q: 3 clusters Score -217854.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -217991.093750 Penalty: 2505.816650 Iteration 6Q: 3 clusters Score -217991.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -218164.375000 Penalty: 2505.816650 Iteration 7F: 3 clusters Score -218164.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -218370.468750 Penalty: 2505.816650 Iteration 8F: 3 clusters Score -218370.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -218590.687500 Penalty: 2505.816650 Iteration 9F: 3 clusters Score -218590.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -218757.796875 Penalty: 2505.816650 Iteration 10Q: 3 clusters Score -218757.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -218860.375000 Penalty: 2505.816650 Iteration 11Q: 3 clusters Score -218860.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -218916.515625 Penalty: 2505.816650 Iteration 12Q: 3 clusters Score -218916.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -218940.187500 Penalty: 2505.816650 Iteration 13Q: 3 clusters Score -218940.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -218945.140625 Penalty: 2505.816650 Iteration 14Q: 3 clusters Score -218945.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -218950.234375 Penalty: 2505.816650 Iteration 15Q: 3 clusters Score -218950.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -218952.640625 Penalty: 2505.816650 Iteration 16Q: 3 clusters Score -218952.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -218953.531250 Penalty: 2505.816650 Iteration 17Q: 3 clusters Score -218953.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -218953.531250 Penalty: 2505.816650 Iteration 18F: 3 clusters Score -218953.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Entering Unmasked Estep Score: -701260.875000 Penalty: 1442.846436 Iteration 0F: 2 clusters Score -701260.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -695906.500000 Penalty: 2885.692871 Iteration 0F: 3 clusters Score -695906.5 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -697591.500000 Penalty: 2885.692871 Iteration 1F: 3 clusters Score -697591.5 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -697810.750000 Penalty: 2885.692871 Iteration 2F: 3 clusters Score -697810.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -697974.562500 Penalty: 2885.692871 Iteration 3Q: 3 clusters Score -697974.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -698136.625000 Penalty: 2885.692871 Iteration 4Q: 3 clusters Score -698136.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -698297.250000 Penalty: 2885.692871 Iteration 5Q: 3 clusters Score -698297.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -698473.250000 Penalty: 2885.692871 Iteration 6Q: 3 clusters Score -698473.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -698669.937500 Penalty: 2885.692871 Iteration 7Q: 3 clusters Score -698669.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -698858.250000 Penalty: 2885.692871 Iteration 8Q: 3 clusters Score -698858.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -699080.250000 Penalty: 2885.692871 Iteration 9Q: 3 clusters Score -699080.2 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -699333.125000 Penalty: 2885.692871 Iteration 10Q: 3 clusters Score -699333.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -699542.250000 Penalty: 2885.692871 Iteration 11Q: 3 clusters Score -699542.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -699722.062500 Penalty: 2885.692871 Iteration 12Q: 3 clusters Score -699722.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -699887.375000 Penalty: 2885.692871 Iteration 13Q: 3 clusters Score -699887.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -700004.000000 Penalty: 2885.692871 Iteration 14Q: 3 clusters Score -700004 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -700089.125000 Penalty: 2885.692871 Iteration 15Q: 3 clusters Score -700089.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -700148.937500 Penalty: 2885.692871 Iteration 16Q: 3 clusters Score -700148.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -700195.875000 Penalty: 2885.692871 Iteration 17Q: 3 clusters Score -700195.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -700231.375000 Penalty: 2885.692871 Iteration 18Q: 3 clusters Score -700231.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -700257.312500 Penalty: 2885.692871 Iteration 19Q: 3 clusters Score -700257.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -700277.125000 Penalty: 2885.692871 Iteration 20F: 3 clusters Score -700277.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -700285.187500 Penalty: 2885.692871 Iteration 21Q: 3 clusters Score -700285.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -700291.500000 Penalty: 2885.692871 Iteration 22Q: 3 clusters Score -700291.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -700295.562500 Penalty: 2885.692871 Iteration 23Q: 3 clusters Score -700295.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -700301.125000 Penalty: 2885.692871 Iteration 24Q: 3 clusters Score -700301.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -700305.937500 Penalty: 2885.692871 Iteration 25Q: 3 clusters Score -700305.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -700308.875000 Penalty: 2885.692871 Iteration 26Q: 3 clusters Score -700308.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -700312.375000 Penalty: 2885.692871 Iteration 27Q: 3 clusters Score -700312.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -700317.687500 Penalty: 2885.692871 Iteration 28Q: 3 clusters Score -700317.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -700321.812500 Penalty: 2885.692871 Iteration 29Q: 3 clusters Score -700321.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -700325.000000 Penalty: 2885.692871 Iteration 30Q: 3 clusters Score -700325 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -700328.500000 Penalty: 2885.692871 Iteration 31Q: 3 clusters Score -700328.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -700328.562500 Penalty: 2885.692871 Iteration 32Q: 3 clusters Score -700328.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -700328.375000 Penalty: 2885.692871 Iteration 33Q: 3 clusters Score -700328.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -700328.500000 Penalty: 2885.692871 Iteration 34Q: 3 clusters Score -700328.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -700329.187500 Penalty: 2885.692871 Iteration 35Q: 3 clusters Score -700329.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -700330.000000 Penalty: 2885.692871 Iteration 36Q: 3 clusters Score -700330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -700330.000000 Penalty: 2885.692871 Iteration 37F: 3 clusters Score -700330 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Entering Unmasked Estep Score: -831553.187500 Penalty: 1469.004272 Iteration 0F: 2 clusters Score -831553.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -825470.812500 Penalty: 2938.008545 Iteration 0F: 3 clusters Score -825470.8 nChanged 3536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -827369.437500 Penalty: 2938.008545 Iteration 1F: 3 clusters Score -827369.4 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -827584.875000 Penalty: 2938.008545 Iteration 2F: 3 clusters Score -827584.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -827743.937500 Penalty: 2938.008545 Iteration 3Q: 3 clusters Score -827743.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -827864.687500 Penalty: 2938.008545 Iteration 4Q: 3 clusters Score -827864.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -827952.937500 Penalty: 2938.008545 Iteration 5Q: 3 clusters Score -827952.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -828040.750000 Penalty: 2938.008545 Iteration 6Q: 3 clusters Score -828040.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -828139.125000 Penalty: 2938.008545 Iteration 7Q: 3 clusters Score -828139.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -828241.375000 Penalty: 2938.008545 Iteration 8Q: 3 clusters Score -828241.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -828368.250000 Penalty: 2938.008545 Iteration 9Q: 3 clusters Score -828368.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -828521.562500 Penalty: 2938.008545 Iteration 10Q: 3 clusters Score -828521.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -828738.875000 Penalty: 2938.008545 Iteration 11Q: 3 clusters Score -828738.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -828953.875000 Penalty: 2938.008545 Iteration 12Q: 3 clusters Score -828953.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -829208.625000 Penalty: 2938.008545 Iteration 13Q: 3 clusters Score -829208.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -829440.375000 Penalty: 2938.008545 Iteration 14Q: 3 clusters Score -829440.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -829665.687500 Penalty: 2938.008545 Iteration 15Q: 3 clusters Score -829665.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -829862.000000 Penalty: 2938.008545 Iteration 16Q: 3 clusters Score -829862 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -830007.750000 Penalty: 2938.008545 Iteration 17Q: 3 clusters Score -830007.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -830124.375000 Penalty: 2938.008545 Iteration 18Q: 3 clusters Score -830124.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -830206.875000 Penalty: 2938.008545 Iteration 19Q: 3 clusters Score -830206.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -830262.062500 Penalty: 2938.008545 Iteration 20F: 3 clusters Score -830262.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -830297.625000 Penalty: 2938.008545 Iteration 21Q: 3 clusters Score -830297.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 6604 members Entering Unmasked Estep Score: -830325.062500 Penalty: 2938.008545 Iteration 22Q: 3 clusters Score -830325.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -830349.625000 Penalty: 2938.008545 Iteration 23Q: 3 clusters Score -830349.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -830368.062500 Penalty: 2938.008545 Iteration 24Q: 3 clusters Score -830368.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -830378.000000 Penalty: 2938.008545 Iteration 25Q: 3 clusters Score -830378 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -830391.062500 Penalty: 2938.008545 Iteration 26Q: 3 clusters Score -830391.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -830404.250000 Penalty: 2938.008545 Iteration 27Q: 3 clusters Score -830404.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -830413.125000 Penalty: 2938.008545 Iteration 28Q: 3 clusters Score -830413.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -830421.062500 Penalty: 2938.008545 Iteration 29Q: 3 clusters Score -830421.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -830424.187500 Penalty: 2938.008545 Iteration 30Q: 3 clusters Score -830424.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -830429.437500 Penalty: 2938.008545 Iteration 31Q: 3 clusters Score -830429.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -830432.125000 Penalty: 2938.008545 Iteration 32Q: 3 clusters Score -830432.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -830438.250000 Penalty: 2938.008545 Iteration 33Q: 3 clusters Score -830438.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -830444.500000 Penalty: 2938.008545 Iteration 34Q: 3 clusters Score -830444.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -830451.187500 Penalty: 2938.008545 Iteration 35Q: 3 clusters Score -830451.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -830454.687500 Penalty: 2938.008545 Iteration 36Q: 3 clusters Score -830454.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -830459.375000 Penalty: 2938.008545 Iteration 37Q: 3 clusters Score -830459.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -830466.500000 Penalty: 2938.008545 Iteration 38Q: 3 clusters Score -830466.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -830471.750000 Penalty: 2938.008545 Iteration 39Q: 3 clusters Score -830471.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -830476.562500 Penalty: 2938.008545 Iteration 40F: 3 clusters Score -830476.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -830480.500000 Penalty: 2938.008545 Iteration 41Q: 3 clusters Score -830480.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -830482.937500 Penalty: 2938.008545 Iteration 42Q: 3 clusters Score -830482.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -830484.562500 Penalty: 2938.008545 Iteration 43Q: 3 clusters Score -830484.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -830488.062500 Penalty: 2938.008545 Iteration 44Q: 3 clusters Score -830488.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -830489.875000 Penalty: 2938.008545 Iteration 45Q: 3 clusters Score -830489.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -830493.562500 Penalty: 2938.008545 Iteration 46Q: 3 clusters Score -830493.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -830493.312500 Penalty: 2938.008545 Iteration 47Q: 3 clusters Score -830493.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -830495.062500 Penalty: 2938.008545 Iteration 48Q: 3 clusters Score -830495.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -830494.437500 Penalty: 2938.008545 Iteration 49Q: 3 clusters Score -830494.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -830493.500000 Penalty: 2938.008545 Iteration 50Q: 3 clusters Score -830493.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -830494.187500 Penalty: 2938.008545 Iteration 51Q: 3 clusters Score -830494.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -830494.625000 Penalty: 2938.008545 Iteration 52Q: 3 clusters Score -830494.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -830494.625000 Penalty: 2938.008545 Iteration 53F: 3 clusters Score -830494.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Entering Unmasked Estep Score: -137716.484375 Penalty: 1184.006226 Iteration 0F: 2 clusters Score -137716.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -135942.937500 Penalty: 2368.012451 Iteration 0F: 3 clusters Score -135942.9 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -136296.312500 Penalty: 2368.012451 Iteration 1F: 3 clusters Score -136296.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -136406.921875 Penalty: 2368.012451 Iteration 2F: 3 clusters Score -136406.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -136486.625000 Penalty: 2368.012451 Iteration 3F: 3 clusters Score -136486.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -136559.187500 Penalty: 2368.012451 Iteration 4Q: 3 clusters Score -136559.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -136614.984375 Penalty: 2368.012451 Iteration 5Q: 3 clusters Score -136615 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -136677.140625 Penalty: 2368.012451 Iteration 6Q: 3 clusters Score -136677.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -136737.765625 Penalty: 2368.012451 Iteration 7Q: 3 clusters Score -136737.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -136806.546875 Penalty: 2368.012451 Iteration 8Q: 3 clusters Score -136806.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -136878.125000 Penalty: 2368.012451 Iteration 9Q: 3 clusters Score -136878.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -136959.859375 Penalty: 2368.012451 Iteration 10Q: 3 clusters Score -136959.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -137038.421875 Penalty: 2368.012451 Iteration 11Q: 3 clusters Score -137038.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -137130.031250 Penalty: 2368.012451 Iteration 12Q: 3 clusters Score -137130 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -137232.671875 Penalty: 2368.012451 Iteration 13Q: 3 clusters Score -137232.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -137284.687500 Penalty: 2368.012451 Iteration 14Q: 3 clusters Score -137284.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -137322.250000 Penalty: 2368.012451 Iteration 15Q: 3 clusters Score -137322.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -137335.359375 Penalty: 2368.012451 Iteration 16Q: 3 clusters Score -137335.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -137342.312500 Penalty: 2368.012451 Iteration 17Q: 3 clusters Score -137342.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -137346.265625 Penalty: 2368.012451 Iteration 18Q: 3 clusters Score -137346.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -137351.640625 Penalty: 2368.012451 Iteration 19Q: 3 clusters Score -137351.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -137352.109375 Penalty: 2368.012451 Iteration 20F: 3 clusters Score -137352.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -137352.625000 Penalty: 2368.012451 Iteration 21Q: 3 clusters Score -137352.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -137353.796875 Penalty: 2368.012451 Iteration 22Q: 3 clusters Score -137353.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -137354.343750 Penalty: 2368.012451 Iteration 23Q: 3 clusters Score -137354.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -137354.875000 Penalty: 2368.012451 Iteration 24Q: 3 clusters Score -137354.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -137355.281250 Penalty: 2368.012451 Iteration 25Q: 3 clusters Score -137355.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -137356.078125 Penalty: 2368.012451 Iteration 26Q: 3 clusters Score -137356.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -137358.015625 Penalty: 2368.012451 Iteration 27Q: 3 clusters Score -137358 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -137358.718750 Penalty: 2368.012451 Iteration 28Q: 3 clusters Score -137358.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -137358.718750 Penalty: 2368.012451 Iteration 29F: 3 clusters Score -137358.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Entering Unmasked Estep Score: -86897.898438 Penalty: 1104.302246 Iteration 0F: 2 clusters Score -86897.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -85512.562500 Penalty: 2208.604492 Iteration 0F: 3 clusters Score -85512.56 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -85736.523438 Penalty: 2208.604492 Iteration 1F: 3 clusters Score -85736.52 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -85809.492188 Penalty: 2208.604492 Iteration 2F: 3 clusters Score -85809.49 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -85846.312500 Penalty: 2208.604492 Iteration 3Q: 3 clusters Score -85846.31 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -85869.453125 Penalty: 2208.604492 Iteration 4Q: 3 clusters Score -85869.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -85890.757812 Penalty: 2208.604492 Iteration 5Q: 3 clusters Score -85890.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -85898.585938 Penalty: 2208.604492 Iteration 6Q: 3 clusters Score -85898.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -85904.531250 Penalty: 2208.604492 Iteration 7Q: 3 clusters Score -85904.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -85910.390625 Penalty: 2208.604492 Iteration 8Q: 3 clusters Score -85910.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -85910.718750 Penalty: 2208.604492 Iteration 9Q: 3 clusters Score -85910.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -85912.148438 Penalty: 2208.604492 Iteration 10Q: 3 clusters Score -85912.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -85912.148438 Penalty: 2208.604492 Iteration 11F: 3 clusters Score -85912.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Entering Unmasked Estep Score: -555167.687500 Penalty: 1409.139893 Iteration 0F: 2 clusters Score -555167.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -550629.125000 Penalty: 2818.279785 Iteration 0F: 3 clusters Score -550629.1 nChanged 2421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -551951.500000 Penalty: 2818.279785 Iteration 1F: 3 clusters Score -551951.5 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -552193.937500 Penalty: 2818.279785 Iteration 2F: 3 clusters Score -552193.9 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -552450.875000 Penalty: 2818.279785 Iteration 3F: 3 clusters Score -552450.9 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -552693.375000 Penalty: 2818.279785 Iteration 4F: 3 clusters Score -552693.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -552933.937500 Penalty: 2818.279785 Iteration 5F: 3 clusters Score -552933.9 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -553166.812500 Penalty: 2818.279785 Iteration 6F: 3 clusters Score -553166.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -553359.062500 Penalty: 2818.279785 Iteration 7F: 3 clusters Score -553359.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -553523.937500 Penalty: 2818.279785 Iteration 8Q: 3 clusters Score -553523.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -553676.250000 Penalty: 2818.279785 Iteration 9Q: 3 clusters Score -553676.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -553788.750000 Penalty: 2818.279785 Iteration 10Q: 3 clusters Score -553788.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -553881.875000 Penalty: 2818.279785 Iteration 11Q: 3 clusters Score -553881.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -553947.187500 Penalty: 2818.279785 Iteration 12Q: 3 clusters Score -553947.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -553980.500000 Penalty: 2818.279785 Iteration 13Q: 3 clusters Score -553980.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -554007.437500 Penalty: 2818.279785 Iteration 14Q: 3 clusters Score -554007.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -554030.312500 Penalty: 2818.279785 Iteration 15Q: 3 clusters Score -554030.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -554050.937500 Penalty: 2818.279785 Iteration 16Q: 3 clusters Score -554050.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -554066.625000 Penalty: 2818.279785 Iteration 17Q: 3 clusters Score -554066.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -554080.750000 Penalty: 2818.279785 Iteration 18Q: 3 clusters Score -554080.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -554096.062500 Penalty: 2818.279785 Iteration 19Q: 3 clusters Score -554096.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -554109.875000 Penalty: 2818.279785 Iteration 20F: 3 clusters Score -554109.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -554121.875000 Penalty: 2818.279785 Iteration 21Q: 3 clusters Score -554121.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -554131.187500 Penalty: 2818.279785 Iteration 22Q: 3 clusters Score -554131.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -554140.625000 Penalty: 2818.279785 Iteration 23Q: 3 clusters Score -554140.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -554149.750000 Penalty: 2818.279785 Iteration 24Q: 3 clusters Score -554149.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -554157.500000 Penalty: 2818.279785 Iteration 25Q: 3 clusters Score -554157.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -554165.562500 Penalty: 2818.279785 Iteration 26Q: 3 clusters Score -554165.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -554174.187500 Penalty: 2818.279785 Iteration 27Q: 3 clusters Score -554174.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -554180.562500 Penalty: 2818.279785 Iteration 28Q: 3 clusters Score -554180.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -554189.375000 Penalty: 2818.279785 Iteration 29Q: 3 clusters Score -554189.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -554197.875000 Penalty: 2818.279785 Iteration 30Q: 3 clusters Score -554197.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -554203.937500 Penalty: 2818.279785 Iteration 31Q: 3 clusters Score -554203.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -554210.250000 Penalty: 2818.279785 Iteration 32Q: 3 clusters Score -554210.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -554213.562500 Penalty: 2818.279785 Iteration 33Q: 3 clusters Score -554213.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -554215.125000 Penalty: 2818.279785 Iteration 34Q: 3 clusters Score -554215.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -554217.500000 Penalty: 2818.279785 Iteration 35Q: 3 clusters Score -554217.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -554219.500000 Penalty: 2818.279785 Iteration 36Q: 3 clusters Score -554219.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -554219.812500 Penalty: 2818.279785 Iteration 37Q: 3 clusters Score -554219.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -554221.312500 Penalty: 2818.279785 Iteration 38Q: 3 clusters Score -554221.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -554223.000000 Penalty: 2818.279785 Iteration 39Q: 3 clusters Score -554223 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -554227.375000 Penalty: 2818.279785 Iteration 40F: 3 clusters Score -554227.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -554230.750000 Penalty: 2818.279785 Iteration 41Q: 3 clusters Score -554230.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -554230.875000 Penalty: 2818.279785 Iteration 42Q: 3 clusters Score -554230.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -554232.375000 Penalty: 2818.279785 Iteration 43Q: 3 clusters Score -554232.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -554234.625000 Penalty: 2818.279785 Iteration 44Q: 3 clusters Score -554234.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -554234.437500 Penalty: 2818.279785 Iteration 45Q: 3 clusters Score -554234.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -554234.625000 Penalty: 2818.279785 Iteration 46Q: 3 clusters Score -554234.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -554233.937500 Penalty: 2818.279785 Iteration 47Q: 3 clusters Score -554233.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -554233.500000 Penalty: 2818.279785 Iteration 48Q: 3 clusters Score -554233.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -554234.937500 Penalty: 2818.279785 Iteration 49Q: 3 clusters Score -554234.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -554234.937500 Penalty: 2818.279785 Iteration 50F: 3 clusters Score -554234.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Entering Unmasked Estep Score: -31130.955078 Penalty: 967.823547 Iteration 0F: 2 clusters Score -31130.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -30225.072266 Penalty: 1935.647095 Iteration 0F: 3 clusters Score -30225.07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -30445.597656 Penalty: 1935.647095 Iteration 1F: 3 clusters Score -30445.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -30509.578125 Penalty: 1935.647095 Iteration 2F: 3 clusters Score -30509.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -30551.080078 Penalty: 1935.647095 Iteration 3Q: 3 clusters Score -30551.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -30584.201172 Penalty: 1935.647095 Iteration 4Q: 3 clusters Score -30584.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -30611.941406 Penalty: 1935.647095 Iteration 5Q: 3 clusters Score -30611.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -30653.181641 Penalty: 1935.647095 Iteration 6Q: 3 clusters Score -30653.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -30690.851562 Penalty: 1935.647095 Iteration 7Q: 3 clusters Score -30690.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -30726.718750 Penalty: 1935.647095 Iteration 8Q: 3 clusters Score -30726.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -30764.697266 Penalty: 1935.647095 Iteration 9Q: 3 clusters Score -30764.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -30768.306641 Penalty: 1935.647095 Iteration 10Q: 3 clusters Score -30768.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -30774.611328 Penalty: 1935.647095 Iteration 11Q: 3 clusters Score -30774.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -30775.394531 Penalty: 1935.647095 Iteration 12Q: 3 clusters Score -30775.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -30776.664062 Penalty: 1935.647095 Iteration 13F: 3 clusters Score -30776.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -30781.378906 Penalty: 1935.647095 Iteration 14Q: 3 clusters Score -30781.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -30781.378906 Penalty: 1935.647095 Iteration 15F: 3 clusters Score -30781.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Entering Unmasked Estep Score: -182347.546875 Penalty: 1219.463623 Iteration 0F: 2 clusters Score -182347.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -180393.093750 Penalty: 2438.927246 Iteration 0F: 3 clusters Score -180393.1 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -180845.953125 Penalty: 2438.927246 Iteration 1F: 3 clusters Score -180846 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -181013.656250 Penalty: 2438.927246 Iteration 2F: 3 clusters Score -181013.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -181124.171875 Penalty: 2438.927246 Iteration 3F: 3 clusters Score -181124.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -181205.000000 Penalty: 2438.927246 Iteration 4Q: 3 clusters Score -181205 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -181248.468750 Penalty: 2438.927246 Iteration 5Q: 3 clusters Score -181248.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -181284.203125 Penalty: 2438.927246 Iteration 6Q: 3 clusters Score -181284.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -181316.390625 Penalty: 2438.927246 Iteration 7Q: 3 clusters Score -181316.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -181344.000000 Penalty: 2438.927246 Iteration 8Q: 3 clusters Score -181344 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -181368.812500 Penalty: 2438.927246 Iteration 9Q: 3 clusters Score -181368.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -181391.015625 Penalty: 2438.927246 Iteration 10Q: 3 clusters Score -181391 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -181419.718750 Penalty: 2438.927246 Iteration 11Q: 3 clusters Score -181419.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -181456.312500 Penalty: 2438.927246 Iteration 12Q: 3 clusters Score -181456.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -181512.718750 Penalty: 2438.927246 Iteration 13Q: 3 clusters Score -181512.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -181622.078125 Penalty: 2438.927246 Iteration 14Q: 3 clusters Score -181622.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -181794.562500 Penalty: 2438.927246 Iteration 15Q: 3 clusters Score -181794.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -181891.265625 Penalty: 2438.927246 Iteration 16Q: 3 clusters Score -181891.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -181935.484375 Penalty: 2438.927246 Iteration 17Q: 3 clusters Score -181935.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -181957.734375 Penalty: 2438.927246 Iteration 18Q: 3 clusters Score -181957.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -181975.718750 Penalty: 2438.927246 Iteration 19Q: 3 clusters Score -181975.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -181988.468750 Penalty: 2438.927246 Iteration 20F: 3 clusters Score -181988.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -181995.859375 Penalty: 2438.927246 Iteration 21Q: 3 clusters Score -181995.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -182000.046875 Penalty: 2438.927246 Iteration 22Q: 3 clusters Score -182000 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -182006.015625 Penalty: 2438.927246 Iteration 23Q: 3 clusters Score -182006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -182010.171875 Penalty: 2438.927246 Iteration 24Q: 3 clusters Score -182010.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -182014.187500 Penalty: 2438.927246 Iteration 25Q: 3 clusters Score -182014.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -182016.875000 Penalty: 2438.927246 Iteration 26Q: 3 clusters Score -182016.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -182021.734375 Penalty: 2438.927246 Iteration 27Q: 3 clusters Score -182021.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -182023.468750 Penalty: 2438.927246 Iteration 28Q: 3 clusters Score -182023.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -182024.140625 Penalty: 2438.927246 Iteration 29Q: 3 clusters Score -182024.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -182025.156250 Penalty: 2438.927246 Iteration 30Q: 3 clusters Score -182025.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -182025.140625 Penalty: 2438.927246 Iteration 31Q: 3 clusters Score -182025.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -182025.140625 Penalty: 2438.927246 Iteration 32F: 3 clusters Score -182025.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Entering Unmasked Estep Score: -247994.296875 Penalty: 1281.671387 Iteration 0F: 2 clusters Score -247994.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -245492.406250 Penalty: 2563.342773 Iteration 0F: 3 clusters Score -245492.4 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -246122.921875 Penalty: 2563.342773 Iteration 1F: 3 clusters Score -246122.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -246341.406250 Penalty: 2563.342773 Iteration 2F: 3 clusters Score -246341.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -246509.140625 Penalty: 2563.342773 Iteration 3F: 3 clusters Score -246509.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -246626.171875 Penalty: 2563.342773 Iteration 4F: 3 clusters Score -246626.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -246721.078125 Penalty: 2563.342773 Iteration 5Q: 3 clusters Score -246721.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -246791.437500 Penalty: 2563.342773 Iteration 6Q: 3 clusters Score -246791.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -246842.859375 Penalty: 2563.342773 Iteration 7Q: 3 clusters Score -246842.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -246889.390625 Penalty: 2563.342773 Iteration 8Q: 3 clusters Score -246889.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -246931.046875 Penalty: 2563.342773 Iteration 9Q: 3 clusters Score -246931 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -246967.281250 Penalty: 2563.342773 Iteration 10Q: 3 clusters Score -246967.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -246986.421875 Penalty: 2563.342773 Iteration 11Q: 3 clusters Score -246986.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -247001.937500 Penalty: 2563.342773 Iteration 12Q: 3 clusters Score -247001.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -247010.625000 Penalty: 2563.342773 Iteration 13Q: 3 clusters Score -247010.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -247018.390625 Penalty: 2563.342773 Iteration 14Q: 3 clusters Score -247018.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -247026.703125 Penalty: 2563.342773 Iteration 15Q: 3 clusters Score -247026.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -247034.734375 Penalty: 2563.342773 Iteration 16Q: 3 clusters Score -247034.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -247041.640625 Penalty: 2563.342773 Iteration 17Q: 3 clusters Score -247041.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -247044.953125 Penalty: 2563.342773 Iteration 18Q: 3 clusters Score -247045 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -247045.593750 Penalty: 2563.342773 Iteration 19Q: 3 clusters Score -247045.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -247046.234375 Penalty: 2563.342773 Iteration 20F: 3 clusters Score -247046.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -247046.765625 Penalty: 2563.342773 Iteration 21Q: 3 clusters Score -247046.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -247047.000000 Penalty: 2563.342773 Iteration 22Q: 3 clusters Score -247047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -247047.671875 Penalty: 2563.342773 Iteration 23Q: 3 clusters Score -247047.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -247047.671875 Penalty: 2563.342773 Iteration 24F: 3 clusters Score -247047.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -77926.390625 Penalty: 1089.467285 Iteration 0F: 2 clusters Score -77926.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -76611.164062 Penalty: 2178.934570 Iteration 0F: 3 clusters Score -76611.16 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -76847.812500 Penalty: 2178.934570 Iteration 1F: 3 clusters Score -76847.81 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -76904.070312 Penalty: 2178.934570 Iteration 2F: 3 clusters Score -76904.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -76924.343750 Penalty: 2178.934570 Iteration 3Q: 3 clusters Score -76924.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -76941.726562 Penalty: 2178.934570 Iteration 4Q: 3 clusters Score -76941.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -76958.054688 Penalty: 2178.934570 Iteration 5Q: 3 clusters Score -76958.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -76969.914062 Penalty: 2178.934570 Iteration 6Q: 3 clusters Score -76969.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -76974.007812 Penalty: 2178.934570 Iteration 7Q: 3 clusters Score -76974.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -76976.117188 Penalty: 2178.934570 Iteration 8Q: 3 clusters Score -76976.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -76980.632812 Penalty: 2178.934570 Iteration 9Q: 3 clusters Score -76980.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -76985.406250 Penalty: 2178.934570 Iteration 10Q: 3 clusters Score -76985.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -76986.929688 Penalty: 2178.934570 Iteration 11Q: 3 clusters Score -76986.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -76986.929688 Penalty: 2178.934570 Iteration 12F: 3 clusters Score -76986.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -48945.812500 Penalty: 1015.307007 Iteration 0F: 2 clusters Score -48945.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -47837.144531 Penalty: 2030.614014 Iteration 0F: 3 clusters Score -47837.14 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -47955.968750 Penalty: 2030.614014 Iteration 1F: 3 clusters Score -47955.97 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -47990.476562 Penalty: 2030.614014 Iteration 2Q: 3 clusters Score -47990.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48011.664062 Penalty: 2030.614014 Iteration 3Q: 3 clusters Score -48011.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -48023.355469 Penalty: 2030.614014 Iteration 4Q: 3 clusters Score -48023.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -48028.945312 Penalty: 2030.614014 Iteration 5Q: 3 clusters Score -48028.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -48032.695312 Penalty: 2030.614014 Iteration 6Q: 3 clusters Score -48032.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -48034.097656 Penalty: 2030.614014 Iteration 7Q: 3 clusters Score -48034.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -48034.097656 Penalty: 2030.614014 Iteration 8F: 3 clusters Score -48034.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Entering Unmasked Estep Score: -278344.312500 Penalty: 1291.152710 Iteration 0F: 2 clusters Score -278344.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -275778.125000 Penalty: 2582.305420 Iteration 0F: 3 clusters Score -275778.1 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -276440.187500 Penalty: 2582.305420 Iteration 1F: 3 clusters Score -276440.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -276646.375000 Penalty: 2582.305420 Iteration 2F: 3 clusters Score -276646.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -276838.531250 Penalty: 2582.305420 Iteration 3F: 3 clusters Score -276838.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -277046.156250 Penalty: 2582.305420 Iteration 4F: 3 clusters Score -277046.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -277269.906250 Penalty: 2582.305420 Iteration 5F: 3 clusters Score -277269.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -277435.125000 Penalty: 2582.305420 Iteration 6Q: 3 clusters Score -277435.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -277521.062500 Penalty: 2582.305420 Iteration 7Q: 3 clusters Score -277521.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -277567.343750 Penalty: 2582.305420 Iteration 8Q: 3 clusters Score -277567.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -277602.750000 Penalty: 2582.305420 Iteration 9Q: 3 clusters Score -277602.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -277627.312500 Penalty: 2582.305420 Iteration 10Q: 3 clusters Score -277627.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -277647.156250 Penalty: 2582.305420 Iteration 11Q: 3 clusters Score -277647.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -277656.281250 Penalty: 2582.305420 Iteration 12Q: 3 clusters Score -277656.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -277661.656250 Penalty: 2582.305420 Iteration 13Q: 3 clusters Score -277661.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -277670.718750 Penalty: 2582.305420 Iteration 14Q: 3 clusters Score -277670.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -277681.031250 Penalty: 2582.305420 Iteration 15Q: 3 clusters Score -277681 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -277687.031250 Penalty: 2582.305420 Iteration 16Q: 3 clusters Score -277687 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -277693.125000 Penalty: 2582.305420 Iteration 17Q: 3 clusters Score -277693.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -277700.812500 Penalty: 2582.305420 Iteration 18Q: 3 clusters Score -277700.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -277710.031250 Penalty: 2582.305420 Iteration 19Q: 3 clusters Score -277710 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -277720.468750 Penalty: 2582.305420 Iteration 20F: 3 clusters Score -277720.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -277729.906250 Penalty: 2582.305420 Iteration 21Q: 3 clusters Score -277729.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -277740.187500 Penalty: 2582.305420 Iteration 22Q: 3 clusters Score -277740.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -277753.062500 Penalty: 2582.305420 Iteration 23Q: 3 clusters Score -277753.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -277774.437500 Penalty: 2582.305420 Iteration 24Q: 3 clusters Score -277774.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -277798.750000 Penalty: 2582.305420 Iteration 25Q: 3 clusters Score -277798.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -277824.375000 Penalty: 2582.305420 Iteration 26Q: 3 clusters Score -277824.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -277853.531250 Penalty: 2582.305420 Iteration 27Q: 3 clusters Score -277853.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -277901.218750 Penalty: 2582.305420 Iteration 28Q: 3 clusters Score -277901.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -277974.562500 Penalty: 2582.305420 Iteration 29Q: 3 clusters Score -277974.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -278075.281250 Penalty: 2582.305420 Iteration 30Q: 3 clusters Score -278075.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -278235.875000 Penalty: 2582.305420 Iteration 31Q: 3 clusters Score -278235.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -278373.562500 Penalty: 2582.305420 Iteration 32Q: 3 clusters Score -278373.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -278392.718750 Penalty: 2582.305420 Iteration 33Q: 3 clusters Score -278392.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -278394.500000 Penalty: 2582.305420 Iteration 34Q: 3 clusters Score -278394.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -278395.218750 Penalty: 2582.305420 Iteration 35Q: 3 clusters Score -278395.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -278395.843750 Penalty: 2582.305420 Iteration 36Q: 3 clusters Score -278395.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -278395.843750 Penalty: 2582.305420 Iteration 37F: 3 clusters Score -278395.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 1101 members Mstep: Class 4 contains 1955 members Mstep: Class 5 contains 1661 members Mstep: Class 6 contains 1037 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 4436 members Mstep: Class 10 contains 13969 members Mstep: Class 11 contains 930 members Mstep: Class 12 contains 297 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 8782 members Mstep: Class 15 contains 2231 members Mstep: Class 16 contains 7180 members Mstep: Class 17 contains 8434 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 894 members Mstep: Class 20 contains 5835 members Mstep: Class 21 contains 386 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 2663 members Mstep: Class 24 contains 816 members Mstep: Class 25 contains 517 members Mstep: Class 26 contains 828 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 734 members Mstep: Class 29 contains 812 members Mstep: Class 30 contains 283 members Mstep: Class 31 contains 4013 members Mstep: Class 32 contains 1444 members Mstep: Class 33 contains 736 members Mstep: Class 34 contains 1060 members Mstep: Class 35 contains 658 members Mstep: Class 36 contains 1836 members Mstep: Class 37 contains 1995 members Entering Unmasked Estep Score: -8180294.500000 Penalty: 68433.359375 Splitting cluster 26 changes total score from -8180795.000000 to -8180294.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Entering Unmasked Estep Score: -88265.765625 Penalty: 1112.628174 Iteration 0F: 2 clusters Score -88265.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -86873.304688 Penalty: 2225.256348 Iteration 0F: 3 clusters Score -86873.3 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -87113.523438 Penalty: 2225.256348 Iteration 1F: 3 clusters Score -87113.52 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -87174.007812 Penalty: 2225.256348 Iteration 2F: 3 clusters Score -87174.01 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -87219.546875 Penalty: 2225.256348 Iteration 3Q: 3 clusters Score -87219.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87244.210938 Penalty: 2225.256348 Iteration 4Q: 3 clusters Score -87244.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -87263.421875 Penalty: 2225.256348 Iteration 5Q: 3 clusters Score -87263.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -87290.757812 Penalty: 2225.256348 Iteration 6Q: 3 clusters Score -87290.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -87311.132812 Penalty: 2225.256348 Iteration 7Q: 3 clusters Score -87311.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -87329.851562 Penalty: 2225.256348 Iteration 8Q: 3 clusters Score -87329.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -87343.281250 Penalty: 2225.256348 Iteration 9Q: 3 clusters Score -87343.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -87359.539062 Penalty: 2225.256348 Iteration 10Q: 3 clusters Score -87359.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -87367.398438 Penalty: 2225.256348 Iteration 11Q: 3 clusters Score -87367.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -87370.046875 Penalty: 2225.256348 Iteration 12Q: 3 clusters Score -87370.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -87372.414062 Penalty: 2225.256348 Iteration 13Q: 3 clusters Score -87372.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -87376.164062 Penalty: 2225.256348 Iteration 14Q: 3 clusters Score -87376.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -87377.914062 Penalty: 2225.256348 Iteration 15Q: 3 clusters Score -87377.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -87378.257812 Penalty: 2225.256348 Iteration 16Q: 3 clusters Score -87378.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -87378.257812 Penalty: 2225.256348 Iteration 17F: 3 clusters Score -87378.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Entering Unmasked Estep Score: -71347.742188 Penalty: 1072.257690 Iteration 0F: 2 clusters Score -71347.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -70096.851562 Penalty: 2144.515381 Iteration 0F: 3 clusters Score -70096.85 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70335.617188 Penalty: 2144.515381 Iteration 1F: 3 clusters Score -70335.62 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -70423.585938 Penalty: 2144.515381 Iteration 2F: 3 clusters Score -70423.59 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70491.875000 Penalty: 2144.515381 Iteration 3F: 3 clusters Score -70491.88 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -70567.531250 Penalty: 2144.515381 Iteration 4Q: 3 clusters Score -70567.53 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70632.453125 Penalty: 2144.515381 Iteration 5Q: 3 clusters Score -70632.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70658.398438 Penalty: 2144.515381 Iteration 6Q: 3 clusters Score -70658.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -70677.953125 Penalty: 2144.515381 Iteration 7Q: 3 clusters Score -70677.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70695.687500 Penalty: 2144.515381 Iteration 8Q: 3 clusters Score -70695.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -70705.375000 Penalty: 2144.515381 Iteration 9Q: 3 clusters Score -70705.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -70716.015625 Penalty: 2144.515381 Iteration 10Q: 3 clusters Score -70716.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70721.156250 Penalty: 2144.515381 Iteration 11Q: 3 clusters Score -70721.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -70723.679688 Penalty: 2144.515381 Iteration 12Q: 3 clusters Score -70723.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -70724.859375 Penalty: 2144.515381 Iteration 13Q: 3 clusters Score -70724.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -70724.859375 Penalty: 2144.515381 Iteration 14F: 3 clusters Score -70724.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Entering Unmasked Estep Score: -80354.281250 Penalty: 1088.668823 Iteration 0F: 2 clusters Score -80354.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -79040.835938 Penalty: 2177.337646 Iteration 0F: 3 clusters Score -79040.84 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -79233.585938 Penalty: 2177.337646 Iteration 1F: 3 clusters Score -79233.59 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -79287.859375 Penalty: 2177.337646 Iteration 2F: 3 clusters Score -79287.86 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -79320.117188 Penalty: 2177.337646 Iteration 3Q: 3 clusters Score -79320.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -79342.687500 Penalty: 2177.337646 Iteration 4Q: 3 clusters Score -79342.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -79360.460938 Penalty: 2177.337646 Iteration 5Q: 3 clusters Score -79360.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -79368.742188 Penalty: 2177.337646 Iteration 6Q: 3 clusters Score -79368.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -79375.046875 Penalty: 2177.337646 Iteration 7Q: 3 clusters Score -79375.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -79377.234375 Penalty: 2177.337646 Iteration 8Q: 3 clusters Score -79377.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -79382.367188 Penalty: 2177.337646 Iteration 9Q: 3 clusters Score -79382.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -79385.593750 Penalty: 2177.337646 Iteration 10Q: 3 clusters Score -79385.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -79387.960938 Penalty: 2177.337646 Iteration 11Q: 3 clusters Score -79387.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -79390.414062 Penalty: 2177.337646 Iteration 12Q: 3 clusters Score -79390.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -79392.289062 Penalty: 2177.337646 Iteration 13Q: 3 clusters Score -79392.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -79394.484375 Penalty: 2177.337646 Iteration 14Q: 3 clusters Score -79394.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -79396.507812 Penalty: 2177.337646 Iteration 15Q: 3 clusters Score -79396.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -79397.148438 Penalty: 2177.337646 Iteration 16Q: 3 clusters Score -79397.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -79398.398438 Penalty: 2177.337646 Iteration 17Q: 3 clusters Score -79398.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -79401.476562 Penalty: 2177.337646 Iteration 18Q: 3 clusters Score -79401.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -79403.960938 Penalty: 2177.337646 Iteration 19Q: 3 clusters Score -79403.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -79404.312500 Penalty: 2177.337646 Iteration 20F: 3 clusters Score -79404.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -79407.000000 Penalty: 2177.337646 Iteration 21Q: 3 clusters Score -79407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -79409.234375 Penalty: 2177.337646 Iteration 22Q: 3 clusters Score -79409.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -79411.062500 Penalty: 2177.337646 Iteration 23Q: 3 clusters Score -79411.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -79412.312500 Penalty: 2177.337646 Iteration 24Q: 3 clusters Score -79412.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -79413.507812 Penalty: 2177.337646 Iteration 25Q: 3 clusters Score -79413.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -79413.507812 Penalty: 2177.337646 Iteration 26F: 3 clusters Score -79413.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Entering Unmasked Estep Score: -25990.548828 Penalty: 917.385132 Iteration 0F: 2 clusters Score -25990.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -25116.791016 Penalty: 1834.770264 Iteration 0F: 3 clusters Score -25116.79 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -25227.195312 Penalty: 1834.770264 Iteration 1F: 3 clusters Score -25227.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25257.439453 Penalty: 1834.770264 Iteration 2Q: 3 clusters Score -25257.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25268.671875 Penalty: 1834.770264 Iteration 3Q: 3 clusters Score -25268.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -25274.179688 Penalty: 1834.770264 Iteration 4Q: 3 clusters Score -25274.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -25274.179688 Penalty: 1834.770264 Iteration 5F: 3 clusters Score -25274.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (4013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Entering Unmasked Estep Score: -390555.187500 Penalty: 1348.310425 Iteration 0F: 2 clusters Score -390555.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -387180.125000 Penalty: 2696.620850 Iteration 0F: 3 clusters Score -387180.1 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -388125.687500 Penalty: 2696.620850 Iteration 1F: 3 clusters Score -388125.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -388439.625000 Penalty: 2696.620850 Iteration 2F: 3 clusters Score -388439.6 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -388755.312500 Penalty: 2696.620850 Iteration 3F: 3 clusters Score -388755.3 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -389063.468750 Penalty: 2696.620850 Iteration 4F: 3 clusters Score -389063.5 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -389443.593750 Penalty: 2696.620850 Iteration 5F: 3 clusters Score -389443.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -389815.468750 Penalty: 2696.620850 Iteration 6F: 3 clusters Score -389815.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -390096.468750 Penalty: 2696.620850 Iteration 7F: 3 clusters Score -390096.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -390242.437500 Penalty: 2696.620850 Iteration 8Q: 3 clusters Score -390242.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -390286.562500 Penalty: 2696.620850 Iteration 9Q: 3 clusters Score -390286.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -390311.968750 Penalty: 2696.620850 Iteration 10Q: 3 clusters Score -390312 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -390326.625000 Penalty: 2696.620850 Iteration 11Q: 3 clusters Score -390326.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -390330.156250 Penalty: 2696.620850 Iteration 12Q: 3 clusters Score -390330.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -390334.812500 Penalty: 2696.620850 Iteration 13Q: 3 clusters Score -390334.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -390336.812500 Penalty: 2696.620850 Iteration 14Q: 3 clusters Score -390336.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -390339.562500 Penalty: 2696.620850 Iteration 15Q: 3 clusters Score -390339.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -390341.250000 Penalty: 2696.620850 Iteration 16Q: 3 clusters Score -390341.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -390340.781250 Penalty: 2696.620850 Iteration 17Q: 3 clusters Score -390340.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -390342.281250 Penalty: 2696.620850 Iteration 18Q: 3 clusters Score -390342.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -390343.531250 Penalty: 2696.620850 Iteration 19Q: 3 clusters Score -390343.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -390344.031250 Penalty: 2696.620850 Iteration 20F: 3 clusters Score -390344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -390345.406250 Penalty: 2696.620850 Iteration 21Q: 3 clusters Score -390345.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -390346.343750 Penalty: 2696.620850 Iteration 22Q: 3 clusters Score -390346.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -390346.125000 Penalty: 2696.620850 Iteration 23Q: 3 clusters Score -390346.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -390346.093750 Penalty: 2696.620850 Iteration 24Q: 3 clusters Score -390346.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -390346.343750 Penalty: 2696.620850 Iteration 25Q: 3 clusters Score -390346.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -390346.750000 Penalty: 2696.620850 Iteration 26Q: 3 clusters Score -390346.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -390347.000000 Penalty: 2696.620850 Iteration 27Q: 3 clusters Score -390347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -390347.000000 Penalty: 2696.620850 Iteration 28F: 3 clusters Score -390347 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Entering Unmasked Estep Score: -139467.687500 Penalty: 1182.215454 Iteration 0F: 2 clusters Score -139467.7 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 705 members Entering Unmasked Estep Score: -137749.531250 Penalty: 2364.430908 Iteration 0F: 3 clusters Score -137749.5 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -138220.234375 Penalty: 2364.430908 Iteration 1F: 3 clusters Score -138220.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -138423.687500 Penalty: 2364.430908 Iteration 2F: 3 clusters Score -138423.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -138521.062500 Penalty: 2364.430908 Iteration 3F: 3 clusters Score -138521.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -138580.093750 Penalty: 2364.430908 Iteration 4Q: 3 clusters Score -138580.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -138624.156250 Penalty: 2364.430908 Iteration 5Q: 3 clusters Score -138624.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -138658.468750 Penalty: 2364.430908 Iteration 6Q: 3 clusters Score -138658.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -138695.609375 Penalty: 2364.430908 Iteration 7Q: 3 clusters Score -138695.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -138722.000000 Penalty: 2364.430908 Iteration 8Q: 3 clusters Score -138722 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -138751.671875 Penalty: 2364.430908 Iteration 9Q: 3 clusters Score -138751.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -138774.296875 Penalty: 2364.430908 Iteration 10Q: 3 clusters Score -138774.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -138788.515625 Penalty: 2364.430908 Iteration 11Q: 3 clusters Score -138788.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -138796.843750 Penalty: 2364.430908 Iteration 12Q: 3 clusters Score -138796.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -138805.187500 Penalty: 2364.430908 Iteration 13Q: 3 clusters Score -138805.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -138810.328125 Penalty: 2364.430908 Iteration 14Q: 3 clusters Score -138810.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -138817.968750 Penalty: 2364.430908 Iteration 15Q: 3 clusters Score -138818 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -138824.140625 Penalty: 2364.430908 Iteration 16Q: 3 clusters Score -138824.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -138836.781250 Penalty: 2364.430908 Iteration 17Q: 3 clusters Score -138836.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -138847.093750 Penalty: 2364.430908 Iteration 18Q: 3 clusters Score -138847.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -138858.703125 Penalty: 2364.430908 Iteration 19Q: 3 clusters Score -138858.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -138865.671875 Penalty: 2364.430908 Iteration 20F: 3 clusters Score -138865.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -138868.218750 Penalty: 2364.430908 Iteration 21Q: 3 clusters Score -138868.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -138869.437500 Penalty: 2364.430908 Iteration 22Q: 3 clusters Score -138869.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -138872.656250 Penalty: 2364.430908 Iteration 23Q: 3 clusters Score -138872.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -138874.625000 Penalty: 2364.430908 Iteration 24Q: 3 clusters Score -138874.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -138877.875000 Penalty: 2364.430908 Iteration 25Q: 3 clusters Score -138877.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -138879.265625 Penalty: 2364.430908 Iteration 26Q: 3 clusters Score -138879.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -138879.703125 Penalty: 2364.430908 Iteration 27Q: 3 clusters Score -138879.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -138880.562500 Penalty: 2364.430908 Iteration 28Q: 3 clusters Score -138880.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -138880.562500 Penalty: 2364.430908 Iteration 29F: 3 clusters Score -138880.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Entering Unmasked Estep Score: -67242.257812 Penalty: 1072.699951 Iteration 0F: 2 clusters Score -67242.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -65975.726562 Penalty: 2145.399902 Iteration 0F: 3 clusters Score -65975.73 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -66182.000000 Penalty: 2145.399902 Iteration 1F: 3 clusters Score -66182 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -66273.414062 Penalty: 2145.399902 Iteration 2F: 3 clusters Score -66273.41 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -66349.500000 Penalty: 2145.399902 Iteration 3Q: 3 clusters Score -66349.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -66398.343750 Penalty: 2145.399902 Iteration 4Q: 3 clusters Score -66398.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -66424.257812 Penalty: 2145.399902 Iteration 5Q: 3 clusters Score -66424.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -66439.789062 Penalty: 2145.399902 Iteration 6Q: 3 clusters Score -66439.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -66447.414062 Penalty: 2145.399902 Iteration 7Q: 3 clusters Score -66447.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -66448.695312 Penalty: 2145.399902 Iteration 8Q: 3 clusters Score -66448.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -66449.101562 Penalty: 2145.399902 Iteration 9Q: 3 clusters Score -66449.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -66450.820312 Penalty: 2145.399902 Iteration 10Q: 3 clusters Score -66450.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -66453.648438 Penalty: 2145.399902 Iteration 11Q: 3 clusters Score -66453.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -66457.414062 Penalty: 2145.399902 Iteration 12Q: 3 clusters Score -66457.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -66463.890625 Penalty: 2145.399902 Iteration 13Q: 3 clusters Score -66463.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -66471.867188 Penalty: 2145.399902 Iteration 14Q: 3 clusters Score -66471.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -66483.609375 Penalty: 2145.399902 Iteration 15Q: 3 clusters Score -66483.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -66492.296875 Penalty: 2145.399902 Iteration 16Q: 3 clusters Score -66492.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -66496.664062 Penalty: 2145.399902 Iteration 17Q: 3 clusters Score -66496.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -66502.367188 Penalty: 2145.399902 Iteration 18Q: 3 clusters Score -66502.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -66505.695312 Penalty: 2145.399902 Iteration 19Q: 3 clusters Score -66505.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -66507.265625 Penalty: 2145.399902 Iteration 20F: 3 clusters Score -66507.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -66509.343750 Penalty: 2145.399902 Iteration 21Q: 3 clusters Score -66509.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -66509.500000 Penalty: 2145.399902 Iteration 22Q: 3 clusters Score -66509.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -66509.500000 Penalty: 2145.399902 Iteration 23F: 3 clusters Score -66509.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Entering Unmasked Estep Score: -100774.140625 Penalty: 1131.979004 Iteration 0F: 2 clusters Score -100774.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -99256.265625 Penalty: 2263.958008 Iteration 0F: 3 clusters Score -99256.27 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -99494.984375 Penalty: 2263.958008 Iteration 1F: 3 clusters Score -99494.98 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -99581.648438 Penalty: 2263.958008 Iteration 2F: 3 clusters Score -99581.65 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -99638.593750 Penalty: 2263.958008 Iteration 3Q: 3 clusters Score -99638.59 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -99663.148438 Penalty: 2263.958008 Iteration 4Q: 3 clusters Score -99663.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -99674.171875 Penalty: 2263.958008 Iteration 5Q: 3 clusters Score -99674.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -99676.109375 Penalty: 2263.958008 Iteration 6Q: 3 clusters Score -99676.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -99681.015625 Penalty: 2263.958008 Iteration 7Q: 3 clusters Score -99681.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -99686.250000 Penalty: 2263.958008 Iteration 8Q: 3 clusters Score -99686.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -99687.929688 Penalty: 2263.958008 Iteration 9Q: 3 clusters Score -99687.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -99690.937500 Penalty: 2263.958008 Iteration 10Q: 3 clusters Score -99690.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -99694.187500 Penalty: 2263.958008 Iteration 11Q: 3 clusters Score -99694.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -99695.890625 Penalty: 2263.958008 Iteration 12Q: 3 clusters Score -99695.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -99696.218750 Penalty: 2263.958008 Iteration 13Q: 3 clusters Score -99696.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -99696.218750 Penalty: 2263.958008 Iteration 14F: 3 clusters Score -99696.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Entering Unmasked Estep Score: -64360.957031 Penalty: 1054.495850 Iteration 0F: 2 clusters Score -64360.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -63147.527344 Penalty: 2108.991699 Iteration 0F: 3 clusters Score -63147.53 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -63353.593750 Penalty: 2108.991699 Iteration 1F: 3 clusters Score -63353.59 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -63418.332031 Penalty: 2108.991699 Iteration 2F: 3 clusters Score -63418.33 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -63444.500000 Penalty: 2108.991699 Iteration 3Q: 3 clusters Score -63444.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -63471.742188 Penalty: 2108.991699 Iteration 4Q: 3 clusters Score -63471.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -63512.628906 Penalty: 2108.991699 Iteration 5Q: 3 clusters Score -63512.63 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -63549.640625 Penalty: 2108.991699 Iteration 6Q: 3 clusters Score -63549.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -63572.097656 Penalty: 2108.991699 Iteration 7Q: 3 clusters Score -63572.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -63590.417969 Penalty: 2108.991699 Iteration 8Q: 3 clusters Score -63590.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -63594.222656 Penalty: 2108.991699 Iteration 9Q: 3 clusters Score -63594.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -63596.800781 Penalty: 2108.991699 Iteration 10Q: 3 clusters Score -63596.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -63601.437500 Penalty: 2108.991699 Iteration 11Q: 3 clusters Score -63601.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -63616.257812 Penalty: 2108.991699 Iteration 12Q: 3 clusters Score -63616.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -63639.667969 Penalty: 2108.991699 Iteration 13Q: 3 clusters Score -63639.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -63677.593750 Penalty: 2108.991699 Iteration 14Q: 3 clusters Score -63677.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -63726.476562 Penalty: 2108.991699 Iteration 15Q: 3 clusters Score -63726.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -63776.632812 Penalty: 2108.991699 Iteration 16Q: 3 clusters Score -63776.63 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -63875.292969 Penalty: 2108.991699 Iteration 17Q: 3 clusters Score -63875.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -63959.070312 Penalty: 2108.991699 Iteration 18Q: 3 clusters Score -63959.07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -64025.964844 Penalty: 2108.991699 Iteration 19Q: 3 clusters Score -64025.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -64073.328125 Penalty: 2108.991699 Iteration 20F: 3 clusters Score -64073.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -64094.296875 Penalty: 2108.991699 Iteration 21Q: 3 clusters Score -64094.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -64112.812500 Penalty: 2108.991699 Iteration 22Q: 3 clusters Score -64112.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -64115.394531 Penalty: 2108.991699 Iteration 23Q: 3 clusters Score -64115.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -64116.183594 Penalty: 2108.991699 Iteration 24Q: 3 clusters Score -64116.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -64118.464844 Penalty: 2108.991699 Iteration 25Q: 3 clusters Score -64118.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -64118.464844 Penalty: 2108.991699 Iteration 26F: 3 clusters Score -64118.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (1836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Entering Unmasked Estep Score: -182078.390625 Penalty: 1221.243530 Iteration 0F: 2 clusters Score -182078.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -180099.875000 Penalty: 2442.487061 Iteration 0F: 3 clusters Score -180099.9 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -180494.531250 Penalty: 2442.487061 Iteration 1F: 3 clusters Score -180494.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -180607.515625 Penalty: 2442.487061 Iteration 2F: 3 clusters Score -180607.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -180656.906250 Penalty: 2442.487061 Iteration 3Q: 3 clusters Score -180656.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -180693.218750 Penalty: 2442.487061 Iteration 4Q: 3 clusters Score -180693.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -180718.734375 Penalty: 2442.487061 Iteration 5Q: 3 clusters Score -180718.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -180741.703125 Penalty: 2442.487061 Iteration 6Q: 3 clusters Score -180741.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -180759.140625 Penalty: 2442.487061 Iteration 7Q: 3 clusters Score -180759.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -180772.140625 Penalty: 2442.487061 Iteration 8Q: 3 clusters Score -180772.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -180782.437500 Penalty: 2442.487061 Iteration 9Q: 3 clusters Score -180782.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -180790.812500 Penalty: 2442.487061 Iteration 10Q: 3 clusters Score -180790.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -180798.859375 Penalty: 2442.487061 Iteration 11Q: 3 clusters Score -180798.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -180807.984375 Penalty: 2442.487061 Iteration 12Q: 3 clusters Score -180808 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -180816.281250 Penalty: 2442.487061 Iteration 13Q: 3 clusters Score -180816.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -180828.234375 Penalty: 2442.487061 Iteration 14Q: 3 clusters Score -180828.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -180844.250000 Penalty: 2442.487061 Iteration 15Q: 3 clusters Score -180844.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -180853.859375 Penalty: 2442.487061 Iteration 16Q: 3 clusters Score -180853.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -180864.500000 Penalty: 2442.487061 Iteration 17Q: 3 clusters Score -180864.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -180869.953125 Penalty: 2442.487061 Iteration 18Q: 3 clusters Score -180870 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -180877.421875 Penalty: 2442.487061 Iteration 19Q: 3 clusters Score -180877.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -180882.859375 Penalty: 2442.487061 Iteration 20F: 3 clusters Score -180882.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -180887.406250 Penalty: 2442.487061 Iteration 21Q: 3 clusters Score -180887.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -180889.968750 Penalty: 2442.487061 Iteration 22Q: 3 clusters Score -180890 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -180891.359375 Penalty: 2442.487061 Iteration 23Q: 3 clusters Score -180891.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -180891.750000 Penalty: 2442.487061 Iteration 24Q: 3 clusters Score -180891.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -180892.046875 Penalty: 2442.487061 Iteration 25Q: 3 clusters Score -180892 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -180893.375000 Penalty: 2442.487061 Iteration 26Q: 3 clusters Score -180893.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -180894.187500 Penalty: 2442.487061 Iteration 27Q: 3 clusters Score -180894.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -180895.031250 Penalty: 2442.487061 Iteration 28Q: 3 clusters Score -180895 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -180896.000000 Penalty: 2442.487061 Iteration 29Q: 3 clusters Score -180896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -180898.000000 Penalty: 2442.487061 Iteration 30Q: 3 clusters Score -180898 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -180898.062500 Penalty: 2442.487061 Iteration 31Q: 3 clusters Score -180898.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -180898.406250 Penalty: 2442.487061 Iteration 32Q: 3 clusters Score -180898.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -180899.718750 Penalty: 2442.487061 Iteration 33Q: 3 clusters Score -180899.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -180901.015625 Penalty: 2442.487061 Iteration 34Q: 3 clusters Score -180901 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -180903.390625 Penalty: 2442.487061 Iteration 35Q: 3 clusters Score -180903.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -180905.421875 Penalty: 2442.487061 Iteration 36Q: 3 clusters Score -180905.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -180905.593750 Penalty: 2442.487061 Iteration 37Q: 3 clusters Score -180905.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -180905.593750 Penalty: 2442.487061 Iteration 38F: 3 clusters Score -180905.6 nChanged 0 --- Evaluating fit on full set of 263147 points --- Entering Unmasked Estep Score: -24635924.000000 Penalty: 73010.734375 21->37 Clusters: Score -24635924.000000, best is -24626508.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 87715 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4219 members Mstep: Class 3 contains 4156 members Mstep: Class 4 contains 4270 members Mstep: Class 5 contains 4238 members Mstep: Class 6 contains 4212 members Mstep: Class 7 contains 4051 members Mstep: Class 8 contains 4074 members Mstep: Class 9 contains 4196 members Mstep: Class 10 contains 4143 members Mstep: Class 11 contains 4226 members Mstep: Class 12 contains 4182 members Mstep: Class 13 contains 4168 members Mstep: Class 14 contains 4033 members Mstep: Class 15 contains 4229 members Mstep: Class 16 contains 4086 members Mstep: Class 17 contains 4263 members Mstep: Class 18 contains 4120 members Mstep: Class 19 contains 4102 members Mstep: Class 20 contains 4232 members Mstep: Class 21 contains 4256 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 131.008240 but Gain 1849.550781 Score: -7267637.000000 Penalty: 36991.007812 Iteration 0F: 21 clusters Score -7267637 nChanged 82569 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1799 members Mstep: Class 3 contains 1110 members Mstep: Class 4 contains 9033 members Mstep: Class 5 contains 1205 members Mstep: Class 7 contains 16771 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 13930 members Mstep: Class 10 contains 7637 members Mstep: Class 11 contains 6123 members Mstep: Class 12 contains 1277 members Mstep: Class 13 contains 11485 members Mstep: Class 14 contains 1314 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 1850 members Mstep: Class 17 contains 2902 members Mstep: Class 18 contains 2135 members Mstep: Class 19 contains 960 members Mstep: Class 20 contains 2658 members Mstep: Class 21 contains 716 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 668.224915 but Gain 1849.550781 Score: -7769881.500000 Penalty: 35141.457031 Iteration 1F: 20 clusters Score -7769882 nChanged 35425 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1364 members Mstep: Class 3 contains 1003 members Mstep: Class 4 contains 10209 members Mstep: Class 5 contains 2317 members Mstep: Class 7 contains 15368 members Mstep: Class 8 contains 1295 members Mstep: Class 9 contains 11161 members Mstep: Class 10 contains 10586 members Mstep: Class 11 contains 4801 members Mstep: Class 12 contains 1435 members Mstep: Class 13 contains 11620 members Mstep: Class 14 contains 1173 members Mstep: Class 15 contains 1119 members Mstep: Class 16 contains 1582 members Mstep: Class 17 contains 1719 members Mstep: Class 18 contains 3265 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 5050 members Entering Unmasked Estep ConsiderDeletion Score: -7937031.500000 Penalty: 35141.457031 Iteration 2F: 20 clusters Score -7937032 nChanged 21991 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2282 members Mstep: Class 3 contains 948 members Mstep: Class 4 contains 9805 members Mstep: Class 5 contains 3412 members Mstep: Class 7 contains 13385 members Mstep: Class 8 contains 1203 members Mstep: Class 9 contains 10654 members Mstep: Class 10 contains 10248 members Mstep: Class 11 contains 4579 members Mstep: Class 12 contains 2160 members Mstep: Class 13 contains 8905 members Mstep: Class 14 contains 1181 members Mstep: Class 15 contains 1293 members Mstep: Class 16 contains 1276 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 2995 members Mstep: Class 19 contains 1709 members Mstep: Class 20 contains 8792 members Entering Unmasked Estep ConsiderDeletion Score: -8016973.000000 Penalty: 35141.457031 Iteration 3F: 20 clusters Score -8016973 nChanged 14012 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2852 members Mstep: Class 3 contains 1015 members Mstep: Class 4 contains 8722 members Mstep: Class 5 contains 4556 members Mstep: Class 7 contains 12263 members Mstep: Class 8 contains 1142 members Mstep: Class 9 contains 11825 members Mstep: Class 10 contains 9639 members Mstep: Class 11 contains 5422 members Mstep: Class 12 contains 2367 members Mstep: Class 13 contains 5885 members Mstep: Class 14 contains 1128 members Mstep: Class 15 contains 1255 members Mstep: Class 16 contains 1228 members Mstep: Class 17 contains 1629 members Mstep: Class 18 contains 2003 members Mstep: Class 19 contains 1892 members Mstep: Class 20 contains 11767 members Entering Unmasked Estep ConsiderDeletion Score: -8054239.000000 Penalty: 35141.457031 Iteration 4F: 20 clusters Score -8054239 nChanged 9314 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2969 members Mstep: Class 3 contains 1096 members Mstep: Class 4 contains 7489 members Mstep: Class 5 contains 5514 members Mstep: Class 7 contains 11946 members Mstep: Class 8 contains 1217 members Mstep: Class 9 contains 12814 members Mstep: Class 10 contains 8968 members Mstep: Class 11 contains 5772 members Mstep: Class 12 contains 2347 members Mstep: Class 13 contains 3807 members Mstep: Class 14 contains 1110 members Mstep: Class 15 contains 1168 members Mstep: Class 16 contains 1232 members Mstep: Class 17 contains 1571 members Mstep: Class 18 contains 1456 members Mstep: Class 19 contains 1888 members Mstep: Class 20 contains 14325 members Entering Unmasked Estep ConsiderDeletion Score: -8074606.000000 Penalty: 35141.457031 Iteration 5F: 20 clusters Score -8074606 nChanged 6330 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 2906 members Mstep: Class 3 contains 1180 members Mstep: Class 4 contains 6187 members Mstep: Class 5 contains 6078 members Mstep: Class 7 contains 11684 members Mstep: Class 8 contains 1246 members Mstep: Class 9 contains 13417 members Mstep: Class 10 contains 8132 members Mstep: Class 11 contains 6107 members Mstep: Class 12 contains 2280 members Mstep: Class 13 contains 2880 members Mstep: Class 14 contains 1185 members Mstep: Class 15 contains 1191 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 1551 members Mstep: Class 18 contains 1360 members Mstep: Class 19 contains 1800 members Mstep: Class 20 contains 16337 members Entering Unmasked Estep ConsiderDeletion Score: -8089084.000000 Penalty: 35141.457031 Iteration 6F: 20 clusters Score -8089084 nChanged 5350 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2759 members Mstep: Class 3 contains 1238 members Mstep: Class 4 contains 4758 members Mstep: Class 5 contains 6321 members Mstep: Class 7 contains 11439 members Mstep: Class 8 contains 1206 members Mstep: Class 9 contains 13510 members Mstep: Class 10 contains 6924 members Mstep: Class 11 contains 7161 members Mstep: Class 12 contains 2259 members Mstep: Class 13 contains 2469 members Mstep: Class 14 contains 1269 members Mstep: Class 15 contains 1239 members Mstep: Class 16 contains 1478 members Mstep: Class 17 contains 1591 members Mstep: Class 18 contains 1465 members Mstep: Class 19 contains 1720 members Mstep: Class 20 contains 18137 members Entering Unmasked Estep ConsiderDeletion Score: -8098946.500000 Penalty: 35141.457031 Iteration 7F: 20 clusters Score -8098946 nChanged 4490 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2603 members Mstep: Class 3 contains 1236 members Mstep: Class 4 contains 3362 members Mstep: Class 5 contains 6448 members Mstep: Class 7 contains 11314 members Mstep: Class 8 contains 1153 members Mstep: Class 9 contains 13545 members Mstep: Class 10 contains 5852 members Mstep: Class 11 contains 8086 members Mstep: Class 12 contains 2284 members Mstep: Class 13 contains 2395 members Mstep: Class 14 contains 1358 members Mstep: Class 15 contains 1274 members Mstep: Class 16 contains 1545 members Mstep: Class 17 contains 1621 members Mstep: Class 18 contains 1602 members Mstep: Class 19 contains 1636 members Mstep: Class 20 contains 19695 members Entering Unmasked Estep ConsiderDeletion Score: -8106614.500000 Penalty: 35141.457031 Iteration 8F: 20 clusters Score -8106614 nChanged 3693 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2495 members Mstep: Class 3 contains 1310 members Mstep: Class 4 contains 2225 members Mstep: Class 5 contains 6531 members Mstep: Class 7 contains 11179 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 13541 members Mstep: Class 10 contains 5070 members Mstep: Class 11 contains 8765 members Mstep: Class 12 contains 2305 members Mstep: Class 13 contains 2501 members Mstep: Class 14 contains 1376 members Mstep: Class 15 contains 1296 members Mstep: Class 16 contains 1560 members Mstep: Class 17 contains 1652 members Mstep: Class 18 contains 1630 members Mstep: Class 19 contains 1551 members Mstep: Class 20 contains 20918 members Entering Unmasked Estep ConsiderDeletion Score: -8113286.500000 Penalty: 35141.457031 Iteration 9Q: 20 clusters Score -8113286 nChanged 2807 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2325 members Mstep: Class 3 contains 1411 members Mstep: Class 4 contains 1486 members Mstep: Class 5 contains 6522 members Mstep: Class 7 contains 11045 members Mstep: Class 8 contains 1082 members Mstep: Class 9 contains 13518 members Mstep: Class 10 contains 4641 members Mstep: Class 11 contains 9181 members Mstep: Class 12 contains 2264 members Mstep: Class 13 contains 2665 members Mstep: Class 14 contains 1355 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 1572 members Mstep: Class 17 contains 1698 members Mstep: Class 18 contains 1725 members Mstep: Class 19 contains 1469 members Mstep: Class 20 contains 21713 members Entering Unmasked Estep ConsiderDeletion Score: -8118855.500000 Penalty: 35141.457031 Iteration 10Q: 20 clusters Score -8118856 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2177 members Mstep: Class 3 contains 1444 members Mstep: Class 4 contains 1047 members Mstep: Class 5 contains 6379 members Mstep: Class 7 contains 10916 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 13496 members Mstep: Class 10 contains 4505 members Mstep: Class 11 contains 9387 members Mstep: Class 12 contains 2220 members Mstep: Class 13 contains 2841 members Mstep: Class 14 contains 1344 members Mstep: Class 15 contains 1339 members Mstep: Class 16 contains 1544 members Mstep: Class 17 contains 1740 members Mstep: Class 18 contains 1840 members Mstep: Class 19 contains 1479 members Mstep: Class 20 contains 22202 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1781.496338 but Gain 1849.550781 Score: -8122170.000000 Penalty: 33291.906250 Iteration 11Q: 19 clusters Score -8122170 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2114 members Mstep: Class 3 contains 1444 members Mstep: Class 5 contains 6353 members Mstep: Class 7 contains 10817 members Mstep: Class 8 contains 1082 members Mstep: Class 9 contains 13475 members Mstep: Class 10 contains 4528 members Mstep: Class 11 contains 9479 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 2986 members Mstep: Class 14 contains 1336 members Mstep: Class 15 contains 1348 members Mstep: Class 16 contains 1558 members Mstep: Class 17 contains 1758 members Mstep: Class 18 contains 1906 members Mstep: Class 19 contains 1492 members Mstep: Class 20 contains 22889 members Entering Unmasked Estep ConsiderDeletion Score: -8125335.500000 Penalty: 33291.906250 Iteration 12Q: 19 clusters Score -8125336 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2057 members Mstep: Class 3 contains 1447 members Mstep: Class 5 contains 6211 members Mstep: Class 7 contains 10756 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 13454 members Mstep: Class 10 contains 4494 members Mstep: Class 11 contains 9558 members Mstep: Class 12 contains 2369 members Mstep: Class 13 contains 3041 members Mstep: Class 14 contains 1342 members Mstep: Class 15 contains 1364 members Mstep: Class 16 contains 1556 members Mstep: Class 17 contains 1781 members Mstep: Class 18 contains 1938 members Mstep: Class 19 contains 1494 members Mstep: Class 20 contains 22935 members Entering Unmasked Estep ConsiderDeletion Score: -8126387.500000 Penalty: 33291.906250 Iteration 13Q: 19 clusters Score -8126388 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1999 members Mstep: Class 3 contains 1488 members Mstep: Class 5 contains 6125 members Mstep: Class 7 contains 10715 members Mstep: Class 8 contains 1083 members Mstep: Class 9 contains 13423 members Mstep: Class 10 contains 4462 members Mstep: Class 11 contains 9614 members Mstep: Class 12 contains 2397 members Mstep: Class 13 contains 3095 members Mstep: Class 14 contains 1344 members Mstep: Class 15 contains 1380 members Mstep: Class 16 contains 1558 members Mstep: Class 17 contains 1798 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1499 members Mstep: Class 20 contains 22951 members Entering Unmasked Estep ConsiderDeletion Score: -8127300.500000 Penalty: 33291.906250 Iteration 14Q: 19 clusters Score -8127300 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1943 members Mstep: Class 3 contains 1538 members Mstep: Class 5 contains 6069 members Mstep: Class 7 contains 10674 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 13409 members Mstep: Class 10 contains 4433 members Mstep: Class 11 contains 9660 members Mstep: Class 12 contains 2413 members Mstep: Class 13 contains 3146 members Mstep: Class 14 contains 1347 members Mstep: Class 15 contains 1399 members Mstep: Class 16 contains 1549 members Mstep: Class 17 contains 1803 members Mstep: Class 18 contains 1917 members Mstep: Class 19 contains 1503 members Mstep: Class 20 contains 22977 members Entering Unmasked Estep ConsiderDeletion Score: -8127930.500000 Penalty: 33291.906250 Iteration 15Q: 19 clusters Score -8127930 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1884 members Mstep: Class 3 contains 1584 members Mstep: Class 5 contains 6044 members Mstep: Class 7 contains 10630 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 13386 members Mstep: Class 10 contains 4410 members Mstep: Class 11 contains 9689 members Mstep: Class 12 contains 2418 members Mstep: Class 13 contains 3212 members Mstep: Class 14 contains 1347 members Mstep: Class 15 contains 1422 members Mstep: Class 16 contains 1550 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 1895 members Mstep: Class 19 contains 1509 members Mstep: Class 20 contains 22984 members Entering Unmasked Estep ConsiderDeletion Score: -8128484.500000 Penalty: 33291.906250 Iteration 16Q: 19 clusters Score -8128484 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1819 members Mstep: Class 3 contains 1611 members Mstep: Class 5 contains 6030 members Mstep: Class 7 contains 10601 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 13369 members Mstep: Class 10 contains 4376 members Mstep: Class 11 contains 9730 members Mstep: Class 12 contains 2434 members Mstep: Class 13 contains 3250 members Mstep: Class 14 contains 1347 members Mstep: Class 15 contains 1455 members Mstep: Class 16 contains 1550 members Mstep: Class 17 contains 1810 members Mstep: Class 18 contains 1884 members Mstep: Class 19 contains 1509 members Mstep: Class 20 contains 22987 members Entering Unmasked Estep ConsiderDeletion Score: -8129188.500000 Penalty: 33291.906250 Iteration 17Q: 19 clusters Score -8129188 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1764 members Mstep: Class 3 contains 1606 members Mstep: Class 5 contains 6009 members Mstep: Class 7 contains 10585 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 13354 members Mstep: Class 10 contains 4347 members Mstep: Class 11 contains 9770 members Mstep: Class 12 contains 2452 members Mstep: Class 13 contains 3266 members Mstep: Class 14 contains 1347 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 1541 members Mstep: Class 17 contains 1811 members Mstep: Class 18 contains 1903 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 22997 members Entering Unmasked Estep ConsiderDeletion Score: -8129876.000000 Penalty: 33291.906250 Iteration 18Q: 19 clusters Score -8129876 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1719 members Mstep: Class 3 contains 1610 members Mstep: Class 5 contains 5986 members Mstep: Class 7 contains 10578 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 13350 members Mstep: Class 10 contains 4321 members Mstep: Class 11 contains 9804 members Mstep: Class 12 contains 2466 members Mstep: Class 13 contains 3266 members Mstep: Class 14 contains 1346 members Mstep: Class 15 contains 1508 members Mstep: Class 16 contains 1555 members Mstep: Class 17 contains 1812 members Mstep: Class 18 contains 1914 members Mstep: Class 19 contains 1514 members Mstep: Class 20 contains 23000 members Entering Unmasked Estep ConsiderDeletion Score: -8130264.000000 Penalty: 33291.906250 Iteration 19Q: 19 clusters Score -8130264 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1614 members Mstep: Class 5 contains 5962 members Mstep: Class 7 contains 10569 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 13339 members Mstep: Class 10 contains 4302 members Mstep: Class 11 contains 9831 members Mstep: Class 12 contains 2466 members Mstep: Class 13 contains 3282 members Mstep: Class 14 contains 1349 members Mstep: Class 15 contains 1515 members Mstep: Class 16 contains 1581 members Mstep: Class 17 contains 1813 members Mstep: Class 18 contains 1917 members Mstep: Class 19 contains 1515 members Mstep: Class 20 contains 22994 members Entering Unmasked Estep ConsiderDeletion Score: -8131036.500000 Penalty: 33291.906250 Iteration 20F: 19 clusters Score -8131036 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 1615 members Mstep: Class 5 contains 5931 members Mstep: Class 7 contains 10562 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 13320 members Mstep: Class 10 contains 4227 members Mstep: Class 11 contains 9918 members Mstep: Class 12 contains 2451 members Mstep: Class 13 contains 3298 members Mstep: Class 14 contains 1351 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 1601 members Mstep: Class 17 contains 1813 members Mstep: Class 18 contains 1957 members Mstep: Class 19 contains 1517 members Mstep: Class 20 contains 22990 members Entering Unmasked Estep ConsiderDeletion Score: -8131768.500000 Penalty: 33291.906250 Iteration 21Q: 19 clusters Score -8131768 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 1630 members Mstep: Class 5 contains 5893 members Mstep: Class 7 contains 10556 members Mstep: Class 8 contains 1026 members Mstep: Class 9 contains 13304 members Mstep: Class 10 contains 4111 members Mstep: Class 11 contains 10060 members Mstep: Class 12 contains 2433 members Mstep: Class 13 contains 3302 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 1628 members Mstep: Class 17 contains 1819 members Mstep: Class 18 contains 1970 members Mstep: Class 19 contains 1520 members Mstep: Class 20 contains 22986 members Entering Unmasked Estep ConsiderDeletion Score: -8132971.500000 Penalty: 33291.906250 Iteration 22Q: 19 clusters Score -8132972 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1703 members Mstep: Class 3 contains 1657 members Mstep: Class 5 contains 5835 members Mstep: Class 7 contains 10546 members Mstep: Class 8 contains 1009 members Mstep: Class 9 contains 13299 members Mstep: Class 10 contains 4028 members Mstep: Class 11 contains 10202 members Mstep: Class 12 contains 2398 members Mstep: Class 13 contains 3324 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 1642 members Mstep: Class 17 contains 1820 members Mstep: Class 18 contains 1969 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 22986 members Entering Unmasked Estep ConsiderDeletion Score: -8135581.000000 Penalty: 33291.906250 Iteration 23Q: 19 clusters Score -8135581 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1673 members Mstep: Class 5 contains 5752 members Mstep: Class 7 contains 10540 members Mstep: Class 8 contains 996 members Mstep: Class 9 contains 13296 members Mstep: Class 10 contains 4155 members Mstep: Class 11 contains 10181 members Mstep: Class 12 contains 2328 members Mstep: Class 13 contains 3354 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1516 members Mstep: Class 16 contains 1649 members Mstep: Class 17 contains 1823 members Mstep: Class 18 contains 1970 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 22998 members Entering Unmasked Estep ConsiderDeletion Score: -8135939.500000 Penalty: 33291.906250 Iteration 24Q: 19 clusters Score -8135940 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1682 members Mstep: Class 5 contains 5721 members Mstep: Class 7 contains 10536 members Mstep: Class 8 contains 991 members Mstep: Class 9 contains 13288 members Mstep: Class 10 contains 4235 members Mstep: Class 11 contains 10165 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 3366 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1515 members Mstep: Class 16 contains 1663 members Mstep: Class 17 contains 1824 members Mstep: Class 18 contains 1967 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 23007 members Entering Unmasked Estep ConsiderDeletion Score: -8136081.000000 Penalty: 33291.906250 Iteration 25Q: 19 clusters Score -8136081 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1696 members Mstep: Class 5 contains 5698 members Mstep: Class 7 contains 10532 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 13282 members Mstep: Class 10 contains 4293 members Mstep: Class 11 contains 10153 members Mstep: Class 12 contains 2225 members Mstep: Class 13 contains 3370 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1515 members Mstep: Class 16 contains 1677 members Mstep: Class 17 contains 1825 members Mstep: Class 18 contains 1958 members Mstep: Class 19 contains 1523 members Mstep: Class 20 contains 23012 members Entering Unmasked Estep ConsiderDeletion Score: -8136181.500000 Penalty: 33291.906250 Iteration 26Q: 19 clusters Score -8136182 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1703 members Mstep: Class 5 contains 5677 members Mstep: Class 7 contains 10530 members Mstep: Class 8 contains 984 members Mstep: Class 9 contains 13282 members Mstep: Class 10 contains 4335 members Mstep: Class 11 contains 10144 members Mstep: Class 12 contains 2192 members Mstep: Class 13 contains 3362 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1517 members Mstep: Class 16 contains 1689 members Mstep: Class 17 contains 1825 members Mstep: Class 18 contains 1954 members Mstep: Class 19 contains 1523 members Mstep: Class 20 contains 23016 members Entering Unmasked Estep ConsiderDeletion Score: -8136270.500000 Penalty: 33291.906250 Iteration 27Q: 19 clusters Score -8136270 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1705 members Mstep: Class 5 contains 5664 members Mstep: Class 7 contains 10528 members Mstep: Class 8 contains 979 members Mstep: Class 9 contains 13284 members Mstep: Class 10 contains 4370 members Mstep: Class 11 contains 10135 members Mstep: Class 12 contains 2157 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1519 members Mstep: Class 16 contains 1694 members Mstep: Class 17 contains 1826 members Mstep: Class 18 contains 1955 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 23022 members Entering Unmasked Estep ConsiderDeletion Score: -8136351.000000 Penalty: 33291.906250 Iteration 28Q: 19 clusters Score -8136351 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1710 members Mstep: Class 5 contains 5659 members Mstep: Class 7 contains 10528 members Mstep: Class 8 contains 976 members Mstep: Class 9 contains 13281 members Mstep: Class 10 contains 4400 members Mstep: Class 11 contains 10127 members Mstep: Class 12 contains 2122 members Mstep: Class 13 contains 3358 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 1700 members Mstep: Class 17 contains 1827 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 23029 members Entering Unmasked Estep ConsiderDeletion Score: -8136427.000000 Penalty: 33291.906250 Iteration 29Q: 19 clusters Score -8136427 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1710 members Mstep: Class 5 contains 5655 members Mstep: Class 7 contains 10526 members Mstep: Class 8 contains 975 members Mstep: Class 9 contains 13277 members Mstep: Class 10 contains 4426 members Mstep: Class 11 contains 10124 members Mstep: Class 12 contains 2092 members Mstep: Class 13 contains 3359 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 1700 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1957 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 23034 members Entering Unmasked Estep ConsiderDeletion Score: -8136493.000000 Penalty: 33291.906250 Iteration 30Q: 19 clusters Score -8136493 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1711 members Mstep: Class 5 contains 5654 members Mstep: Class 7 contains 10525 members Mstep: Class 8 contains 974 members Mstep: Class 9 contains 13281 members Mstep: Class 10 contains 4446 members Mstep: Class 11 contains 10118 members Mstep: Class 12 contains 2065 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 1698 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1958 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 23038 members Entering Unmasked Estep ConsiderDeletion Score: -8136528.000000 Penalty: 33291.906250 Iteration 31Q: 19 clusters Score -8136528 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1711 members Mstep: Class 5 contains 5650 members Mstep: Class 7 contains 10524 members Mstep: Class 8 contains 974 members Mstep: Class 9 contains 13282 members Mstep: Class 10 contains 4469 members Mstep: Class 11 contains 10113 members Mstep: Class 12 contains 2037 members Mstep: Class 13 contains 3362 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1519 members Mstep: Class 16 contains 1697 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1957 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23044 members Entering Unmasked Estep ConsiderDeletion Score: -8136615.000000 Penalty: 33291.906250 Iteration 32Q: 19 clusters Score -8136615 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1711 members Mstep: Class 5 contains 5654 members Mstep: Class 7 contains 10522 members Mstep: Class 8 contains 973 members Mstep: Class 9 contains 13285 members Mstep: Class 10 contains 4484 members Mstep: Class 11 contains 10110 members Mstep: Class 12 contains 2012 members Mstep: Class 13 contains 3362 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 1696 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23051 members Entering Unmasked Estep ConsiderDeletion Score: -8136661.000000 Penalty: 33291.906250 Iteration 33Q: 19 clusters Score -8136661 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1711 members Mstep: Class 5 contains 5654 members Mstep: Class 7 contains 10521 members Mstep: Class 8 contains 973 members Mstep: Class 9 contains 13286 members Mstep: Class 10 contains 4498 members Mstep: Class 11 contains 10108 members Mstep: Class 12 contains 1994 members Mstep: Class 13 contains 3361 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1519 members Mstep: Class 16 contains 1695 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1956 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23055 members Entering Unmasked Estep ConsiderDeletion Score: -8136683.000000 Penalty: 33291.906250 Iteration 34Q: 19 clusters Score -8136683 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1711 members Mstep: Class 5 contains 5653 members Mstep: Class 7 contains 10519 members Mstep: Class 8 contains 972 members Mstep: Class 9 contains 13287 members Mstep: Class 10 contains 4512 members Mstep: Class 11 contains 10104 members Mstep: Class 12 contains 1977 members Mstep: Class 13 contains 3361 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 1696 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1955 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23062 members Entering Unmasked Estep ConsiderDeletion Score: -8136715.500000 Penalty: 33291.906250 Iteration 35Q: 19 clusters Score -8136716 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1711 members Mstep: Class 5 contains 5650 members Mstep: Class 7 contains 10518 members Mstep: Class 8 contains 971 members Mstep: Class 9 contains 13288 members Mstep: Class 10 contains 4520 members Mstep: Class 11 contains 10101 members Mstep: Class 12 contains 1966 members Mstep: Class 13 contains 3361 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 1699 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1955 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Entering Unmasked Estep ConsiderDeletion Score: -8136751.000000 Penalty: 33291.906250 Iteration 36Q: 19 clusters Score -8136751 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1711 members Mstep: Class 5 contains 5649 members Mstep: Class 7 contains 10517 members Mstep: Class 8 contains 970 members Mstep: Class 9 contains 13288 members Mstep: Class 10 contains 4528 members Mstep: Class 11 contains 10098 members Mstep: Class 12 contains 1959 members Mstep: Class 13 contains 3363 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1955 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23067 members Entering Unmasked Estep ConsiderDeletion Score: -8136772.000000 Penalty: 33291.906250 Iteration 37Q: 19 clusters Score -8136772 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 5 contains 5652 members Mstep: Class 7 contains 10516 members Mstep: Class 8 contains 968 members Mstep: Class 9 contains 13289 members Mstep: Class 10 contains 4532 members Mstep: Class 11 contains 10099 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 1704 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1955 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23067 members Entering Unmasked Estep ConsiderDeletion Score: -8136777.500000 Penalty: 33291.906250 Iteration 38Q: 19 clusters Score -8136778 nChanged 13 Entering ConstructFrom: Score: -8136777.500000 Penalty: 33291.906250 Entering ConstructFrom: Trying to split cluster 1 (954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Entering Unmasked Estep Score: -74770.500000 Penalty: 1114.857910 Iteration 0F: 2 clusters Score -74770.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -73528.929688 Penalty: 2229.715820 Iteration 0F: 3 clusters Score -73528.93 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -74123.398438 Penalty: 2229.715820 Iteration 1F: 3 clusters Score -74123.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -74358.445312 Penalty: 2229.715820 Iteration 2F: 3 clusters Score -74358.45 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -74531.570312 Penalty: 2229.715820 Iteration 3F: 3 clusters Score -74531.57 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -74741.804688 Penalty: 2229.715820 Iteration 4F: 3 clusters Score -74741.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -74968.851562 Penalty: 2229.715820 Iteration 5F: 3 clusters Score -74968.85 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -75093.156250 Penalty: 2229.715820 Iteration 6Q: 3 clusters Score -75093.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -75184.539062 Penalty: 2229.715820 Iteration 7Q: 3 clusters Score -75184.54 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -75272.710938 Penalty: 2229.715820 Iteration 8Q: 3 clusters Score -75272.71 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -75369.570312 Penalty: 2229.715820 Iteration 9Q: 3 clusters Score -75369.57 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -75439.500000 Penalty: 2229.715820 Iteration 10Q: 3 clusters Score -75439.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -75495.937500 Penalty: 2229.715820 Iteration 11Q: 3 clusters Score -75495.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -75528.296875 Penalty: 2229.715820 Iteration 12Q: 3 clusters Score -75528.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -75533.851562 Penalty: 2229.715820 Iteration 13Q: 3 clusters Score -75533.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -75534.867188 Penalty: 2229.715820 Iteration 14Q: 3 clusters Score -75534.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -75553.250000 Penalty: 2229.715820 Iteration 15F: 3 clusters Score -75553.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -75613.703125 Penalty: 2229.715820 Iteration 16Q: 3 clusters Score -75613.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -75700.007812 Penalty: 2229.715820 Iteration 17Q: 3 clusters Score -75700.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -75776.265625 Penalty: 2229.715820 Iteration 18Q: 3 clusters Score -75776.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -75812.476562 Penalty: 2229.715820 Iteration 19Q: 3 clusters Score -75812.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -75812.992188 Penalty: 2229.715820 Iteration 20F: 3 clusters Score -75812.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 5651 members Mstep: Class 7 contains 10514 members Mstep: Class 8 contains 968 members Mstep: Class 9 contains 13291 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 10099 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Entering Unmasked Estep Score: -8137083.000000 Penalty: 35141.457031 Splitting cluster 1 changes total score from -8136777.500000 to -8137083.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 2 (1702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Entering Unmasked Estep Score: -170044.281250 Penalty: 1208.928467 Iteration 0F: 2 clusters Score -170044.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -168138.593750 Penalty: 2417.856934 Iteration 0F: 3 clusters Score -168138.6 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -168488.000000 Penalty: 2417.856934 Iteration 1F: 3 clusters Score -168488 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -168563.000000 Penalty: 2417.856934 Iteration 2F: 3 clusters Score -168563 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -168600.390625 Penalty: 2417.856934 Iteration 3Q: 3 clusters Score -168600.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -168632.937500 Penalty: 2417.856934 Iteration 4Q: 3 clusters Score -168632.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -168675.984375 Penalty: 2417.856934 Iteration 5Q: 3 clusters Score -168676 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -168703.859375 Penalty: 2417.856934 Iteration 6Q: 3 clusters Score -168703.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -168725.953125 Penalty: 2417.856934 Iteration 7Q: 3 clusters Score -168726 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -168736.125000 Penalty: 2417.856934 Iteration 8Q: 3 clusters Score -168736.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -168743.375000 Penalty: 2417.856934 Iteration 9Q: 3 clusters Score -168743.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -168750.421875 Penalty: 2417.856934 Iteration 10Q: 3 clusters Score -168750.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -168756.765625 Penalty: 2417.856934 Iteration 11Q: 3 clusters Score -168756.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -168765.203125 Penalty: 2417.856934 Iteration 12Q: 3 clusters Score -168765.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -168776.859375 Penalty: 2417.856934 Iteration 13Q: 3 clusters Score -168776.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -168785.109375 Penalty: 2417.856934 Iteration 14Q: 3 clusters Score -168785.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -168792.593750 Penalty: 2417.856934 Iteration 15Q: 3 clusters Score -168792.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -168797.953125 Penalty: 2417.856934 Iteration 16Q: 3 clusters Score -168798 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -168802.031250 Penalty: 2417.856934 Iteration 17Q: 3 clusters Score -168802 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -168805.718750 Penalty: 2417.856934 Iteration 18Q: 3 clusters Score -168805.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -168808.437500 Penalty: 2417.856934 Iteration 19Q: 3 clusters Score -168808.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -168810.531250 Penalty: 2417.856934 Iteration 20F: 3 clusters Score -168810.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -168812.671875 Penalty: 2417.856934 Iteration 21Q: 3 clusters Score -168812.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -168814.562500 Penalty: 2417.856934 Iteration 22Q: 3 clusters Score -168814.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -168817.859375 Penalty: 2417.856934 Iteration 23Q: 3 clusters Score -168817.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -168823.937500 Penalty: 2417.856934 Iteration 24Q: 3 clusters Score -168823.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -168830.187500 Penalty: 2417.856934 Iteration 25Q: 3 clusters Score -168830.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -168832.312500 Penalty: 2417.856934 Iteration 26Q: 3 clusters Score -168832.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -168833.765625 Penalty: 2417.856934 Iteration 27Q: 3 clusters Score -168833.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -168835.968750 Penalty: 2417.856934 Iteration 28Q: 3 clusters Score -168836 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -168839.500000 Penalty: 2417.856934 Iteration 29Q: 3 clusters Score -168839.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -168841.937500 Penalty: 2417.856934 Iteration 30Q: 3 clusters Score -168841.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -168844.078125 Penalty: 2417.856934 Iteration 31Q: 3 clusters Score -168844.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -168847.093750 Penalty: 2417.856934 Iteration 32Q: 3 clusters Score -168847.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -168847.859375 Penalty: 2417.856934 Iteration 33Q: 3 clusters Score -168847.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -168848.109375 Penalty: 2417.856934 Iteration 34Q: 3 clusters Score -168848.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -168849.968750 Penalty: 2417.856934 Iteration 35Q: 3 clusters Score -168850 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -168851.718750 Penalty: 2417.856934 Iteration 36Q: 3 clusters Score -168851.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -168854.000000 Penalty: 2417.856934 Iteration 37Q: 3 clusters Score -168854 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -168864.843750 Penalty: 2417.856934 Iteration 38Q: 3 clusters Score -168864.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -168877.796875 Penalty: 2417.856934 Iteration 39Q: 3 clusters Score -168877.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -168888.984375 Penalty: 2417.856934 Iteration 40F: 3 clusters Score -168889 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -168893.281250 Penalty: 2417.856934 Iteration 41Q: 3 clusters Score -168893.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -168902.078125 Penalty: 2417.856934 Iteration 42Q: 3 clusters Score -168902.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -168915.078125 Penalty: 2417.856934 Iteration 43Q: 3 clusters Score -168915.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -168926.515625 Penalty: 2417.856934 Iteration 44Q: 3 clusters Score -168926.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -168936.359375 Penalty: 2417.856934 Iteration 45Q: 3 clusters Score -168936.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -168943.203125 Penalty: 2417.856934 Iteration 46Q: 3 clusters Score -168943.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -168948.656250 Penalty: 2417.856934 Iteration 47Q: 3 clusters Score -168948.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -168956.218750 Penalty: 2417.856934 Iteration 48Q: 3 clusters Score -168956.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -168964.609375 Penalty: 2417.856934 Iteration 49Q: 3 clusters Score -168964.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -168970.343750 Penalty: 2417.856934 Iteration 50Q: 3 clusters Score -168970.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -168972.031250 Penalty: 2417.856934 Iteration 51Q: 3 clusters Score -168972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -168974.296875 Penalty: 2417.856934 Iteration 52Q: 3 clusters Score -168974.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -168976.000000 Penalty: 2417.856934 Iteration 53Q: 3 clusters Score -168976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -168980.343750 Penalty: 2417.856934 Iteration 54Q: 3 clusters Score -168980.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -168984.109375 Penalty: 2417.856934 Iteration 55Q: 3 clusters Score -168984.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -168990.250000 Penalty: 2417.856934 Iteration 56Q: 3 clusters Score -168990.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -168995.312500 Penalty: 2417.856934 Iteration 57Q: 3 clusters Score -168995.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -169001.718750 Penalty: 2417.856934 Iteration 58Q: 3 clusters Score -169001.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -169006.953125 Penalty: 2417.856934 Iteration 59Q: 3 clusters Score -169007 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -169012.812500 Penalty: 2417.856934 Iteration 60F: 3 clusters Score -169012.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -169018.546875 Penalty: 2417.856934 Iteration 61Q: 3 clusters Score -169018.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -169021.843750 Penalty: 2417.856934 Iteration 62Q: 3 clusters Score -169021.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -169028.875000 Penalty: 2417.856934 Iteration 63Q: 3 clusters Score -169028.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -169032.171875 Penalty: 2417.856934 Iteration 64Q: 3 clusters Score -169032.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -169035.937500 Penalty: 2417.856934 Iteration 65Q: 3 clusters Score -169035.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -169040.718750 Penalty: 2417.856934 Iteration 66Q: 3 clusters Score -169040.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -169043.125000 Penalty: 2417.856934 Iteration 67Q: 3 clusters Score -169043.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -169044.125000 Penalty: 2417.856934 Iteration 68Q: 3 clusters Score -169044.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -169047.000000 Penalty: 2417.856934 Iteration 69Q: 3 clusters Score -169047 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -169049.687500 Penalty: 2417.856934 Iteration 70Q: 3 clusters Score -169049.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -169051.796875 Penalty: 2417.856934 Iteration 71Q: 3 clusters Score -169051.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -169054.156250 Penalty: 2417.856934 Iteration 72Q: 3 clusters Score -169054.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -169055.609375 Penalty: 2417.856934 Iteration 73Q: 3 clusters Score -169055.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -169057.359375 Penalty: 2417.856934 Iteration 74Q: 3 clusters Score -169057.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -169060.640625 Penalty: 2417.856934 Iteration 75Q: 3 clusters Score -169060.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -169067.718750 Penalty: 2417.856934 Iteration 76Q: 3 clusters Score -169067.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -169070.500000 Penalty: 2417.856934 Iteration 77Q: 3 clusters Score -169070.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -169074.250000 Penalty: 2417.856934 Iteration 78Q: 3 clusters Score -169074.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -169076.218750 Penalty: 2417.856934 Iteration 79Q: 3 clusters Score -169076.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -169076.562500 Penalty: 2417.856934 Iteration 80F: 3 clusters Score -169076.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -169076.937500 Penalty: 2417.856934 Iteration 81Q: 3 clusters Score -169076.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -169077.531250 Penalty: 2417.856934 Iteration 82Q: 3 clusters Score -169077.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -169078.406250 Penalty: 2417.856934 Iteration 83Q: 3 clusters Score -169078.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -169079.203125 Penalty: 2417.856934 Iteration 84Q: 3 clusters Score -169079.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -169079.203125 Penalty: 2417.856934 Iteration 85F: 3 clusters Score -169079.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Entering Unmasked Estep Score: -166643.546875 Penalty: 1209.880371 Iteration 0F: 2 clusters Score -166643.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -164815.921875 Penalty: 2419.760742 Iteration 0F: 3 clusters Score -164815.9 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -165309.296875 Penalty: 2419.760742 Iteration 1F: 3 clusters Score -165309.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -165548.734375 Penalty: 2419.760742 Iteration 2F: 3 clusters Score -165548.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -165781.765625 Penalty: 2419.760742 Iteration 3F: 3 clusters Score -165781.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -165945.765625 Penalty: 2419.760742 Iteration 4F: 3 clusters Score -165945.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -166068.828125 Penalty: 2419.760742 Iteration 5Q: 3 clusters Score -166068.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -166167.265625 Penalty: 2419.760742 Iteration 6Q: 3 clusters Score -166167.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -166231.921875 Penalty: 2419.760742 Iteration 7Q: 3 clusters Score -166231.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -166256.921875 Penalty: 2419.760742 Iteration 8Q: 3 clusters Score -166256.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -166286.312500 Penalty: 2419.760742 Iteration 9Q: 3 clusters Score -166286.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -166307.765625 Penalty: 2419.760742 Iteration 10Q: 3 clusters Score -166307.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -166329.890625 Penalty: 2419.760742 Iteration 11Q: 3 clusters Score -166329.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -166337.890625 Penalty: 2419.760742 Iteration 12Q: 3 clusters Score -166337.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -166343.015625 Penalty: 2419.760742 Iteration 13Q: 3 clusters Score -166343 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -166348.265625 Penalty: 2419.760742 Iteration 14Q: 3 clusters Score -166348.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -166355.500000 Penalty: 2419.760742 Iteration 15Q: 3 clusters Score -166355.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -166360.156250 Penalty: 2419.760742 Iteration 16Q: 3 clusters Score -166360.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -166364.781250 Penalty: 2419.760742 Iteration 17Q: 3 clusters Score -166364.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -166369.375000 Penalty: 2419.760742 Iteration 18Q: 3 clusters Score -166369.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -166373.015625 Penalty: 2419.760742 Iteration 19Q: 3 clusters Score -166373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -166376.484375 Penalty: 2419.760742 Iteration 20F: 3 clusters Score -166376.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -166383.531250 Penalty: 2419.760742 Iteration 21Q: 3 clusters Score -166383.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -166402.500000 Penalty: 2419.760742 Iteration 22Q: 3 clusters Score -166402.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -166429.921875 Penalty: 2419.760742 Iteration 23Q: 3 clusters Score -166429.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -166446.515625 Penalty: 2419.760742 Iteration 24Q: 3 clusters Score -166446.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -166457.406250 Penalty: 2419.760742 Iteration 25Q: 3 clusters Score -166457.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -166476.781250 Penalty: 2419.760742 Iteration 26Q: 3 clusters Score -166476.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -166486.906250 Penalty: 2419.760742 Iteration 27Q: 3 clusters Score -166486.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -166493.796875 Penalty: 2419.760742 Iteration 28Q: 3 clusters Score -166493.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -166501.484375 Penalty: 2419.760742 Iteration 29Q: 3 clusters Score -166501.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -166509.000000 Penalty: 2419.760742 Iteration 30Q: 3 clusters Score -166509 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -166516.453125 Penalty: 2419.760742 Iteration 31Q: 3 clusters Score -166516.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -166521.281250 Penalty: 2419.760742 Iteration 32Q: 3 clusters Score -166521.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -166521.765625 Penalty: 2419.760742 Iteration 33Q: 3 clusters Score -166521.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -166522.421875 Penalty: 2419.760742 Iteration 34Q: 3 clusters Score -166522.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -166522.421875 Penalty: 2419.760742 Iteration 35F: 3 clusters Score -166522.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Entering Unmasked Estep Score: -531454.625000 Penalty: 1403.932983 Iteration 0F: 2 clusters Score -531454.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -527018.812500 Penalty: 2807.865967 Iteration 0F: 3 clusters Score -527018.8 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -528572.062500 Penalty: 2807.865967 Iteration 1F: 3 clusters Score -528572.1 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -529307.875000 Penalty: 2807.865967 Iteration 2F: 3 clusters Score -529307.9 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -530183.125000 Penalty: 2807.865967 Iteration 3F: 3 clusters Score -530183.1 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -531144.062500 Penalty: 2807.865967 Iteration 4F: 3 clusters Score -531144.1 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -532243.812500 Penalty: 2807.865967 Iteration 5F: 3 clusters Score -532243.8 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -533250.125000 Penalty: 2807.865967 Iteration 6F: 3 clusters Score -533250.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -533661.187500 Penalty: 2807.865967 Iteration 7F: 3 clusters Score -533661.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -533871.312500 Penalty: 2807.865967 Iteration 8Q: 3 clusters Score -533871.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -534014.812500 Penalty: 2807.865967 Iteration 9Q: 3 clusters Score -534014.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -534117.062500 Penalty: 2807.865967 Iteration 10Q: 3 clusters Score -534117.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -534174.937500 Penalty: 2807.865967 Iteration 11Q: 3 clusters Score -534174.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -534202.250000 Penalty: 2807.865967 Iteration 12Q: 3 clusters Score -534202.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -534221.187500 Penalty: 2807.865967 Iteration 13Q: 3 clusters Score -534221.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -534231.375000 Penalty: 2807.865967 Iteration 14Q: 3 clusters Score -534231.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -534240.062500 Penalty: 2807.865967 Iteration 15Q: 3 clusters Score -534240.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -534246.187500 Penalty: 2807.865967 Iteration 16Q: 3 clusters Score -534246.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -534249.250000 Penalty: 2807.865967 Iteration 17Q: 3 clusters Score -534249.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -534252.437500 Penalty: 2807.865967 Iteration 18Q: 3 clusters Score -534252.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -534255.750000 Penalty: 2807.865967 Iteration 19Q: 3 clusters Score -534255.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -534259.375000 Penalty: 2807.865967 Iteration 20F: 3 clusters Score -534259.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -534263.062500 Penalty: 2807.865967 Iteration 21Q: 3 clusters Score -534263.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -534265.875000 Penalty: 2807.865967 Iteration 22Q: 3 clusters Score -534265.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -534268.562500 Penalty: 2807.865967 Iteration 23Q: 3 clusters Score -534268.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -534268.750000 Penalty: 2807.865967 Iteration 24Q: 3 clusters Score -534268.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -534269.625000 Penalty: 2807.865967 Iteration 25Q: 3 clusters Score -534269.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -534272.312500 Penalty: 2807.865967 Iteration 26Q: 3 clusters Score -534272.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -534271.937500 Penalty: 2807.865967 Iteration 27Q: 3 clusters Score -534271.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -534272.125000 Penalty: 2807.865967 Iteration 28Q: 3 clusters Score -534272.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -534272.937500 Penalty: 2807.865967 Iteration 29Q: 3 clusters Score -534272.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -534273.000000 Penalty: 2807.865967 Iteration 30Q: 3 clusters Score -534273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -534273.000000 Penalty: 2807.865967 Iteration 31F: 3 clusters Score -534273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 10514 members Mstep: Class 8 contains 968 members Mstep: Class 9 contains 13291 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 10099 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Entering Unmasked Estep Score: -8139457.000000 Penalty: 36991.007812 Splitting cluster 5 changes total score from -8136777.500000 to -8139457.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 7 (10514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Entering Unmasked Estep Score: -1030419.500000 Penalty: 1504.825195 Iteration 0F: 2 clusters Score -1030420 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1022972.625000 Penalty: 3009.650391 Iteration 0F: 3 clusters Score -1022973 nChanged 4564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -1025713.375000 Penalty: 3009.650391 Iteration 1F: 3 clusters Score -1025713 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1026658.187500 Penalty: 3009.650391 Iteration 2F: 3 clusters Score -1026658 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -1027748.375000 Penalty: 3009.650391 Iteration 3F: 3 clusters Score -1027748 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1028484.125000 Penalty: 3009.650391 Iteration 4F: 3 clusters Score -1028484 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1028986.500000 Penalty: 3009.650391 Iteration 5F: 3 clusters Score -1028986 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1029466.187500 Penalty: 3009.650391 Iteration 6F: 3 clusters Score -1029466 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1029925.375000 Penalty: 3009.650391 Iteration 7F: 3 clusters Score -1029925 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1030275.312500 Penalty: 3009.650391 Iteration 8Q: 3 clusters Score -1030275 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -1030458.625000 Penalty: 3009.650391 Iteration 9Q: 3 clusters Score -1030459 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -1030585.250000 Penalty: 3009.650391 Iteration 10Q: 3 clusters Score -1030585 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1030680.687500 Penalty: 3009.650391 Iteration 11Q: 3 clusters Score -1030681 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1030758.125000 Penalty: 3009.650391 Iteration 12Q: 3 clusters Score -1030758 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1030810.187500 Penalty: 3009.650391 Iteration 13Q: 3 clusters Score -1030810 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1030847.875000 Penalty: 3009.650391 Iteration 14Q: 3 clusters Score -1030848 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9195 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1030876.062500 Penalty: 3009.650391 Iteration 15Q: 3 clusters Score -1030876 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1030897.687500 Penalty: 3009.650391 Iteration 16Q: 3 clusters Score -1030898 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1030919.937500 Penalty: 3009.650391 Iteration 17Q: 3 clusters Score -1030920 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1030932.375000 Penalty: 3009.650391 Iteration 18Q: 3 clusters Score -1030932 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1030942.562500 Penalty: 3009.650391 Iteration 19Q: 3 clusters Score -1030943 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1030947.125000 Penalty: 3009.650391 Iteration 20F: 3 clusters Score -1030947 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1030951.187500 Penalty: 3009.650391 Iteration 21Q: 3 clusters Score -1030951 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1030956.312500 Penalty: 3009.650391 Iteration 22Q: 3 clusters Score -1030956 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1030965.875000 Penalty: 3009.650391 Iteration 23Q: 3 clusters Score -1030966 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1030972.000000 Penalty: 3009.650391 Iteration 24Q: 3 clusters Score -1030972 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -1030977.187500 Penalty: 3009.650391 Iteration 25Q: 3 clusters Score -1030977 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1030977.625000 Penalty: 3009.650391 Iteration 26Q: 3 clusters Score -1030978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1030981.812500 Penalty: 3009.650391 Iteration 27Q: 3 clusters Score -1030982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1030980.687500 Penalty: 3009.650391 Iteration 28Q: 3 clusters Score -1030981 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1030982.062500 Penalty: 3009.650391 Iteration 29Q: 3 clusters Score -1030982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1030982.875000 Penalty: 3009.650391 Iteration 30Q: 3 clusters Score -1030983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1030983.375000 Penalty: 3009.650391 Iteration 31Q: 3 clusters Score -1030983 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1030985.500000 Penalty: 3009.650391 Iteration 32Q: 3 clusters Score -1030986 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9402 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1030992.812500 Penalty: 3009.650391 Iteration 33Q: 3 clusters Score -1030993 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1030995.562500 Penalty: 3009.650391 Iteration 34Q: 3 clusters Score -1030996 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1030999.312500 Penalty: 3009.650391 Iteration 35Q: 3 clusters Score -1030999 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1031009.062500 Penalty: 3009.650391 Iteration 36Q: 3 clusters Score -1031009 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1031014.062500 Penalty: 3009.650391 Iteration 37Q: 3 clusters Score -1031014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9444 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -1031018.437500 Penalty: 3009.650391 Iteration 38Q: 3 clusters Score -1031018 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1031034.250000 Penalty: 3009.650391 Iteration 39Q: 3 clusters Score -1031034 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1031049.687500 Penalty: 3009.650391 Iteration 40F: 3 clusters Score -1031050 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1031064.437500 Penalty: 3009.650391 Iteration 41Q: 3 clusters Score -1031064 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9494 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1031078.250000 Penalty: 3009.650391 Iteration 42Q: 3 clusters Score -1031078 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1031082.437500 Penalty: 3009.650391 Iteration 43Q: 3 clusters Score -1031082 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1031088.312500 Penalty: 3009.650391 Iteration 44Q: 3 clusters Score -1031088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -1031091.562500 Penalty: 3009.650391 Iteration 45Q: 3 clusters Score -1031092 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9501 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1031095.125000 Penalty: 3009.650391 Iteration 46Q: 3 clusters Score -1031095 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1031095.312500 Penalty: 3009.650391 Iteration 47Q: 3 clusters Score -1031095 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1031097.500000 Penalty: 3009.650391 Iteration 48Q: 3 clusters Score -1031098 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1031096.625000 Penalty: 3009.650391 Iteration 49Q: 3 clusters Score -1031097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1031098.750000 Penalty: 3009.650391 Iteration 50Q: 3 clusters Score -1031099 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1031098.812500 Penalty: 3009.650391 Iteration 51Q: 3 clusters Score -1031099 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1031098.250000 Penalty: 3009.650391 Iteration 52Q: 3 clusters Score -1031098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1031098.250000 Penalty: 3009.650391 Iteration 53F: 3 clusters Score -1031098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 968 members Mstep: Class 9 contains 13291 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 10099 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Mstep: Class 21 contains 1010 members Entering Unmasked Estep Score: -8139798.500000 Penalty: 38840.558594 Splitting cluster 7 changes total score from -8136777.500000 to -8139798.500000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 8 (968 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Entering Unmasked Estep Score: -80859.906250 Penalty: 1117.225220 Iteration 0F: 2 clusters Score -80859.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -79593.273438 Penalty: 2234.450439 Iteration 0F: 3 clusters Score -79593.27 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -80228.984375 Penalty: 2234.450439 Iteration 1F: 3 clusters Score -80228.98 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -80707.218750 Penalty: 2234.450439 Iteration 2F: 3 clusters Score -80707.22 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -81044.398438 Penalty: 2234.450439 Iteration 3F: 3 clusters Score -81044.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -81348.679688 Penalty: 2234.450439 Iteration 4F: 3 clusters Score -81348.68 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -81657.132812 Penalty: 2234.450439 Iteration 5F: 3 clusters Score -81657.13 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -81794.992188 Penalty: 2234.450439 Iteration 6Q: 3 clusters Score -81794.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -81863.507812 Penalty: 2234.450439 Iteration 7Q: 3 clusters Score -81863.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -81930.007812 Penalty: 2234.450439 Iteration 8Q: 3 clusters Score -81930.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -81951.062500 Penalty: 2234.450439 Iteration 9Q: 3 clusters Score -81951.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -81953.414062 Penalty: 2234.450439 Iteration 10Q: 3 clusters Score -81953.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -81955.000000 Penalty: 2234.450439 Iteration 11Q: 3 clusters Score -81955 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -81955.000000 Penalty: 2234.450439 Iteration 12F: 3 clusters Score -81955 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 13291 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 10099 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Mstep: Class 21 contains 1010 members Mstep: Class 22 contains 429 members Entering Unmasked Estep Score: -8140172.500000 Penalty: 40690.109375 Splitting cluster 8 changes total score from -8136777.500000 to -8140172.500000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 9 (13291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Entering Unmasked Estep Score: -1275462.750000 Penalty: 1542.911865 Iteration 0F: 2 clusters Score -1275463 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -1266245.000000 Penalty: 3085.823730 Iteration 0F: 3 clusters Score -1266245 nChanged 5818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -1269740.875000 Penalty: 3085.823730 Iteration 1F: 3 clusters Score -1269741 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -1270451.375000 Penalty: 3085.823730 Iteration 2F: 3 clusters Score -1270451 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -1271282.750000 Penalty: 3085.823730 Iteration 3F: 3 clusters Score -1271283 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -1272146.750000 Penalty: 3085.823730 Iteration 4F: 3 clusters Score -1272147 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -1273079.125000 Penalty: 3085.823730 Iteration 5F: 3 clusters Score -1273079 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -1274205.750000 Penalty: 3085.823730 Iteration 6F: 3 clusters Score -1274206 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -1275548.625000 Penalty: 3085.823730 Iteration 7F: 3 clusters Score -1275549 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 7569 members Entering Unmasked Estep Score: -1276930.375000 Penalty: 3085.823730 Iteration 8F: 3 clusters Score -1276930 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -1278014.250000 Penalty: 3085.823730 Iteration 9F: 3 clusters Score -1278014 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -1278853.000000 Penalty: 3085.823730 Iteration 10Q: 3 clusters Score -1278853 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -1279521.000000 Penalty: 3085.823730 Iteration 11Q: 3 clusters Score -1279521 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -1280246.875000 Penalty: 3085.823730 Iteration 12Q: 3 clusters Score -1280247 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -1280823.250000 Penalty: 3085.823730 Iteration 13Q: 3 clusters Score -1280823 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1281077.875000 Penalty: 3085.823730 Iteration 14Q: 3 clusters Score -1281078 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -1281346.375000 Penalty: 3085.823730 Iteration 15Q: 3 clusters Score -1281346 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1281577.750000 Penalty: 3085.823730 Iteration 16Q: 3 clusters Score -1281578 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -1281714.875000 Penalty: 3085.823730 Iteration 17Q: 3 clusters Score -1281715 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -1281787.375000 Penalty: 3085.823730 Iteration 18Q: 3 clusters Score -1281787 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1281828.000000 Penalty: 3085.823730 Iteration 19Q: 3 clusters Score -1281828 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -1281845.375000 Penalty: 3085.823730 Iteration 20F: 3 clusters Score -1281845 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -1281851.000000 Penalty: 3085.823730 Iteration 21Q: 3 clusters Score -1281851 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -1281851.750000 Penalty: 3085.823730 Iteration 22Q: 3 clusters Score -1281852 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -1281851.500000 Penalty: 3085.823730 Iteration 23Q: 3 clusters Score -1281852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1281853.375000 Penalty: 3085.823730 Iteration 24Q: 3 clusters Score -1281853 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1281853.375000 Penalty: 3085.823730 Iteration 25F: 3 clusters Score -1281853 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 6049 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 10099 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Mstep: Class 21 contains 1010 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 7242 members Entering Unmasked Estep Score: -8146256.000000 Penalty: 42539.656250 Splitting cluster 9 changes total score from -8136777.500000 to -8146256.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 10 (4535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Entering Unmasked Estep Score: -450126.593750 Penalty: 1368.181885 Iteration 0F: 2 clusters Score -450126.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -446435.343750 Penalty: 2736.363770 Iteration 0F: 3 clusters Score -446435.3 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -447397.125000 Penalty: 2736.363770 Iteration 1F: 3 clusters Score -447397.1 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -447584.156250 Penalty: 2736.363770 Iteration 2F: 3 clusters Score -447584.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -447733.656250 Penalty: 2736.363770 Iteration 3F: 3 clusters Score -447733.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -447864.812500 Penalty: 2736.363770 Iteration 4Q: 3 clusters Score -447864.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -448063.062500 Penalty: 2736.363770 Iteration 5F: 3 clusters Score -448063.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -448319.281250 Penalty: 2736.363770 Iteration 6F: 3 clusters Score -448319.3 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -448638.062500 Penalty: 2736.363770 Iteration 7F: 3 clusters Score -448638.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -448951.312500 Penalty: 2736.363770 Iteration 8F: 3 clusters Score -448951.3 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -449170.593750 Penalty: 2736.363770 Iteration 9F: 3 clusters Score -449170.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -449317.406250 Penalty: 2736.363770 Iteration 10Q: 3 clusters Score -449317.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -449407.468750 Penalty: 2736.363770 Iteration 11Q: 3 clusters Score -449407.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -449460.906250 Penalty: 2736.363770 Iteration 12Q: 3 clusters Score -449460.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -449505.656250 Penalty: 2736.363770 Iteration 13Q: 3 clusters Score -449505.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -449535.187500 Penalty: 2736.363770 Iteration 14Q: 3 clusters Score -449535.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -449555.437500 Penalty: 2736.363770 Iteration 15Q: 3 clusters Score -449555.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -449573.906250 Penalty: 2736.363770 Iteration 16Q: 3 clusters Score -449573.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -449588.000000 Penalty: 2736.363770 Iteration 17Q: 3 clusters Score -449588 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -449594.437500 Penalty: 2736.363770 Iteration 18Q: 3 clusters Score -449594.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -449597.156250 Penalty: 2736.363770 Iteration 19Q: 3 clusters Score -449597.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -449601.093750 Penalty: 2736.363770 Iteration 20F: 3 clusters Score -449601.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -449606.187500 Penalty: 2736.363770 Iteration 21Q: 3 clusters Score -449606.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -449608.500000 Penalty: 2736.363770 Iteration 22Q: 3 clusters Score -449608.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -449612.062500 Penalty: 2736.363770 Iteration 23Q: 3 clusters Score -449612.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -449613.968750 Penalty: 2736.363770 Iteration 24Q: 3 clusters Score -449614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -449617.312500 Penalty: 2736.363770 Iteration 25Q: 3 clusters Score -449617.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -449621.156250 Penalty: 2736.363770 Iteration 26Q: 3 clusters Score -449621.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -449626.218750 Penalty: 2736.363770 Iteration 27Q: 3 clusters Score -449626.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -449632.843750 Penalty: 2736.363770 Iteration 28Q: 3 clusters Score -449632.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -449637.718750 Penalty: 2736.363770 Iteration 29Q: 3 clusters Score -449637.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -449641.562500 Penalty: 2736.363770 Iteration 30Q: 3 clusters Score -449641.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -449645.093750 Penalty: 2736.363770 Iteration 31Q: 3 clusters Score -449645.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -449649.312500 Penalty: 2736.363770 Iteration 32Q: 3 clusters Score -449649.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -449652.937500 Penalty: 2736.363770 Iteration 33Q: 3 clusters Score -449652.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -449657.843750 Penalty: 2736.363770 Iteration 34Q: 3 clusters Score -449657.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -449662.000000 Penalty: 2736.363770 Iteration 35Q: 3 clusters Score -449662 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -449664.750000 Penalty: 2736.363770 Iteration 36Q: 3 clusters Score -449664.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -449666.687500 Penalty: 2736.363770 Iteration 37Q: 3 clusters Score -449666.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -449669.968750 Penalty: 2736.363770 Iteration 38Q: 3 clusters Score -449670 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -449671.968750 Penalty: 2736.363770 Iteration 39Q: 3 clusters Score -449672 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -449673.218750 Penalty: 2736.363770 Iteration 40F: 3 clusters Score -449673.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -449674.375000 Penalty: 2736.363770 Iteration 41Q: 3 clusters Score -449674.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -449675.968750 Penalty: 2736.363770 Iteration 42Q: 3 clusters Score -449676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -449680.250000 Penalty: 2736.363770 Iteration 43Q: 3 clusters Score -449680.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -449682.781250 Penalty: 2736.363770 Iteration 44Q: 3 clusters Score -449682.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -449685.125000 Penalty: 2736.363770 Iteration 45Q: 3 clusters Score -449685.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -449687.968750 Penalty: 2736.363770 Iteration 46Q: 3 clusters Score -449688 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -449691.687500 Penalty: 2736.363770 Iteration 47Q: 3 clusters Score -449691.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -449694.343750 Penalty: 2736.363770 Iteration 48Q: 3 clusters Score -449694.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -449695.593750 Penalty: 2736.363770 Iteration 49Q: 3 clusters Score -449695.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -449696.500000 Penalty: 2736.363770 Iteration 50Q: 3 clusters Score -449696.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -449696.656250 Penalty: 2736.363770 Iteration 51Q: 3 clusters Score -449696.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -449696.968750 Penalty: 2736.363770 Iteration 52Q: 3 clusters Score -449697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -449698.062500 Penalty: 2736.363770 Iteration 53Q: 3 clusters Score -449698.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -449698.031250 Penalty: 2736.363770 Iteration 54Q: 3 clusters Score -449698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -449697.781250 Penalty: 2736.363770 Iteration 55Q: 3 clusters Score -449697.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -449697.781250 Penalty: 2736.363770 Iteration 56F: 3 clusters Score -449697.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Entering Unmasked Estep Score: -989765.062500 Penalty: 1498.281250 Iteration 0F: 2 clusters Score -989765.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -982505.250000 Penalty: 2996.562500 Iteration 0F: 3 clusters Score -982505.2 nChanged 4367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -984966.937500 Penalty: 2996.562500 Iteration 1F: 3 clusters Score -984966.9 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -985312.750000 Penalty: 2996.562500 Iteration 2F: 3 clusters Score -985312.8 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -985609.250000 Penalty: 2996.562500 Iteration 3F: 3 clusters Score -985609.2 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -985945.312500 Penalty: 2996.562500 Iteration 4F: 3 clusters Score -985945.3 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -986313.750000 Penalty: 2996.562500 Iteration 5F: 3 clusters Score -986313.8 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -986744.750000 Penalty: 2996.562500 Iteration 6F: 3 clusters Score -986744.8 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -987105.062500 Penalty: 2996.562500 Iteration 7F: 3 clusters Score -987105.1 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -987425.312500 Penalty: 2996.562500 Iteration 8Q: 3 clusters Score -987425.3 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -987683.000000 Penalty: 2996.562500 Iteration 9Q: 3 clusters Score -987683 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -987887.000000 Penalty: 2996.562500 Iteration 10Q: 3 clusters Score -987887 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -988067.812500 Penalty: 2996.562500 Iteration 11Q: 3 clusters Score -988067.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -988224.062500 Penalty: 2996.562500 Iteration 12Q: 3 clusters Score -988224.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -988358.875000 Penalty: 2996.562500 Iteration 13Q: 3 clusters Score -988358.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -988487.250000 Penalty: 2996.562500 Iteration 14Q: 3 clusters Score -988487.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -988590.312500 Penalty: 2996.562500 Iteration 15Q: 3 clusters Score -988590.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -988677.062500 Penalty: 2996.562500 Iteration 16Q: 3 clusters Score -988677.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -988747.250000 Penalty: 2996.562500 Iteration 17Q: 3 clusters Score -988747.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -988806.875000 Penalty: 2996.562500 Iteration 18Q: 3 clusters Score -988806.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -988874.625000 Penalty: 2996.562500 Iteration 19Q: 3 clusters Score -988874.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -988947.437500 Penalty: 2996.562500 Iteration 20F: 3 clusters Score -988947.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -989057.375000 Penalty: 2996.562500 Iteration 21Q: 3 clusters Score -989057.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -989186.937500 Penalty: 2996.562500 Iteration 22Q: 3 clusters Score -989186.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9250 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -989350.500000 Penalty: 2996.562500 Iteration 23Q: 3 clusters Score -989350.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -989511.125000 Penalty: 2996.562500 Iteration 24Q: 3 clusters Score -989511.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -989782.875000 Penalty: 2996.562500 Iteration 25Q: 3 clusters Score -989782.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -990179.437500 Penalty: 2996.562500 Iteration 26Q: 3 clusters Score -990179.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -990692.000000 Penalty: 2996.562500 Iteration 27Q: 3 clusters Score -990692 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -991157.500000 Penalty: 2996.562500 Iteration 28Q: 3 clusters Score -991157.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -991425.875000 Penalty: 2996.562500 Iteration 29Q: 3 clusters Score -991425.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -991576.812500 Penalty: 2996.562500 Iteration 30Q: 3 clusters Score -991576.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -991621.375000 Penalty: 2996.562500 Iteration 31Q: 3 clusters Score -991621.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -991648.562500 Penalty: 2996.562500 Iteration 32Q: 3 clusters Score -991648.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -991652.125000 Penalty: 2996.562500 Iteration 33Q: 3 clusters Score -991652.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -991652.812500 Penalty: 2996.562500 Iteration 34Q: 3 clusters Score -991652.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -991655.937500 Penalty: 2996.562500 Iteration 35Q: 3 clusters Score -991655.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -991656.250000 Penalty: 2996.562500 Iteration 36Q: 3 clusters Score -991656.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -991732.375000 Penalty: 2996.562500 Iteration 37F: 3 clusters Score -991732.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -991741.312500 Penalty: 2996.562500 Iteration 38Q: 3 clusters Score -991741.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -991744.375000 Penalty: 2996.562500 Iteration 39Q: 3 clusters Score -991744.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8294 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -991746.000000 Penalty: 2996.562500 Iteration 40F: 3 clusters Score -991746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 6049 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8294 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 3360 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Mstep: Class 21 contains 1010 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 7242 members Mstep: Class 24 contains 1805 members Entering Unmasked Estep Score: -8147871.000000 Penalty: 44389.207031 Splitting cluster 11 changes total score from -8136777.500000 to -8147871.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 12 (1952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Entering Unmasked Estep Score: -186662.234375 Penalty: 1231.199097 Iteration 0F: 2 clusters Score -186662.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -184608.968750 Penalty: 2462.398193 Iteration 0F: 3 clusters Score -184609 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -185130.000000 Penalty: 2462.398193 Iteration 1F: 3 clusters Score -185130 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -185315.562500 Penalty: 2462.398193 Iteration 2F: 3 clusters Score -185315.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -185494.406250 Penalty: 2462.398193 Iteration 3F: 3 clusters Score -185494.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -185651.546875 Penalty: 2462.398193 Iteration 4F: 3 clusters Score -185651.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -185754.234375 Penalty: 2462.398193 Iteration 5Q: 3 clusters Score -185754.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -185856.656250 Penalty: 2462.398193 Iteration 6Q: 3 clusters Score -185856.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -185945.359375 Penalty: 2462.398193 Iteration 7Q: 3 clusters Score -185945.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -186048.250000 Penalty: 2462.398193 Iteration 8Q: 3 clusters Score -186048.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -186201.890625 Penalty: 2462.398193 Iteration 9Q: 3 clusters Score -186201.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -186316.828125 Penalty: 2462.398193 Iteration 10Q: 3 clusters Score -186316.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -186383.187500 Penalty: 2462.398193 Iteration 11Q: 3 clusters Score -186383.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -186424.500000 Penalty: 2462.398193 Iteration 12Q: 3 clusters Score -186424.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -186446.343750 Penalty: 2462.398193 Iteration 13Q: 3 clusters Score -186446.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -186457.593750 Penalty: 2462.398193 Iteration 14Q: 3 clusters Score -186457.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -186460.375000 Penalty: 2462.398193 Iteration 15Q: 3 clusters Score -186460.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -186460.609375 Penalty: 2462.398193 Iteration 16Q: 3 clusters Score -186460.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -186460.765625 Penalty: 2462.398193 Iteration 17Q: 3 clusters Score -186460.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -186462.531250 Penalty: 2462.398193 Iteration 18Q: 3 clusters Score -186462.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -186462.531250 Penalty: 2462.398193 Iteration 19F: 3 clusters Score -186462.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Entering Unmasked Estep Score: -316002.500000 Penalty: 1319.450684 Iteration 0F: 2 clusters Score -316002.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -313135.531250 Penalty: 2638.901367 Iteration 0F: 3 clusters Score -313135.5 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -314280.312500 Penalty: 2638.901367 Iteration 1F: 3 clusters Score -314280.3 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -314958.000000 Penalty: 2638.901367 Iteration 2F: 3 clusters Score -314958 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -315489.468750 Penalty: 2638.901367 Iteration 3F: 3 clusters Score -315489.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -315888.625000 Penalty: 2638.901367 Iteration 4F: 3 clusters Score -315888.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -316227.750000 Penalty: 2638.901367 Iteration 5Q: 3 clusters Score -316227.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -316606.562500 Penalty: 2638.901367 Iteration 6Q: 3 clusters Score -316606.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -316906.781250 Penalty: 2638.901367 Iteration 7Q: 3 clusters Score -316906.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -317018.218750 Penalty: 2638.901367 Iteration 8Q: 3 clusters Score -317018.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -317054.906250 Penalty: 2638.901367 Iteration 9Q: 3 clusters Score -317054.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -317065.031250 Penalty: 2638.901367 Iteration 10Q: 3 clusters Score -317065 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -317072.093750 Penalty: 2638.901367 Iteration 11Q: 3 clusters Score -317072.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -317076.437500 Penalty: 2638.901367 Iteration 12Q: 3 clusters Score -317076.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -317079.875000 Penalty: 2638.901367 Iteration 13Q: 3 clusters Score -317079.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -317082.531250 Penalty: 2638.901367 Iteration 14Q: 3 clusters Score -317082.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -317085.406250 Penalty: 2638.901367 Iteration 15Q: 3 clusters Score -317085.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -317087.312500 Penalty: 2638.901367 Iteration 16Q: 3 clusters Score -317087.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -317087.312500 Penalty: 2638.901367 Iteration 17F: 3 clusters Score -317087.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 6049 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8294 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 2336 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Mstep: Class 21 contains 1010 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 7242 members Mstep: Class 24 contains 1805 members Mstep: Class 25 contains 1024 members Entering Unmasked Estep Score: -8148425.500000 Penalty: 46238.757812 Splitting cluster 13 changes total score from -8136777.500000 to -8148425.500000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 14 (1352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Entering Unmasked Estep Score: -128460.953125 Penalty: 1171.517822 Iteration 0F: 2 clusters Score -128461 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -126772.656250 Penalty: 2343.035645 Iteration 0F: 3 clusters Score -126772.7 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -127075.078125 Penalty: 2343.035645 Iteration 1F: 3 clusters Score -127075.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -127180.265625 Penalty: 2343.035645 Iteration 2F: 3 clusters Score -127180.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -127305.171875 Penalty: 2343.035645 Iteration 3F: 3 clusters Score -127305.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -127449.281250 Penalty: 2343.035645 Iteration 4F: 3 clusters Score -127449.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -127650.953125 Penalty: 2343.035645 Iteration 5F: 3 clusters Score -127651 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -127905.492188 Penalty: 2343.035645 Iteration 6F: 3 clusters Score -127905.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -128255.093750 Penalty: 2343.035645 Iteration 7F: 3 clusters Score -128255.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -128905.187500 Penalty: 2343.035645 Iteration 8F: 3 clusters Score -128905.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -129237.312500 Penalty: 2343.035645 Iteration 9Q: 3 clusters Score -129237.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -129260.812500 Penalty: 2343.035645 Iteration 10Q: 3 clusters Score -129260.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -129263.976562 Penalty: 2343.035645 Iteration 11Q: 3 clusters Score -129264 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -129263.976562 Penalty: 2343.035645 Iteration 12F: 3 clusters Score -129264 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 6049 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8294 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 2336 members Mstep: Class 14 contains 794 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Mstep: Class 21 contains 1010 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 7242 members Mstep: Class 24 contains 1805 members Mstep: Class 25 contains 1024 members Mstep: Class 26 contains 558 members Entering Unmasked Estep Score: -8148550.000000 Penalty: 48088.308594 Splitting cluster 14 changes total score from -8136777.500000 to -8148550.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 15 (1521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Entering Unmasked Estep Score: -132805.296875 Penalty: 1190.657471 Iteration 0F: 2 clusters Score -132805.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -131116.078125 Penalty: 2381.314941 Iteration 0F: 3 clusters Score -131116.1 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -131667.734375 Penalty: 2381.314941 Iteration 1F: 3 clusters Score -131667.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -131868.140625 Penalty: 2381.314941 Iteration 2F: 3 clusters Score -131868.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -132029.921875 Penalty: 2381.314941 Iteration 3F: 3 clusters Score -132029.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -132168.015625 Penalty: 2381.314941 Iteration 4F: 3 clusters Score -132168 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -132284.734375 Penalty: 2381.314941 Iteration 5Q: 3 clusters Score -132284.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -132367.406250 Penalty: 2381.314941 Iteration 6Q: 3 clusters Score -132367.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -132397.687500 Penalty: 2381.314941 Iteration 7Q: 3 clusters Score -132397.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -132407.062500 Penalty: 2381.314941 Iteration 8Q: 3 clusters Score -132407.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -132417.531250 Penalty: 2381.314941 Iteration 9Q: 3 clusters Score -132417.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -132430.734375 Penalty: 2381.314941 Iteration 10Q: 3 clusters Score -132430.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -132436.640625 Penalty: 2381.314941 Iteration 11Q: 3 clusters Score -132436.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -132446.062500 Penalty: 2381.314941 Iteration 12Q: 3 clusters Score -132446.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -132451.750000 Penalty: 2381.314941 Iteration 13Q: 3 clusters Score -132451.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -132456.906250 Penalty: 2381.314941 Iteration 14Q: 3 clusters Score -132456.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -132459.906250 Penalty: 2381.314941 Iteration 15Q: 3 clusters Score -132459.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -132461.843750 Penalty: 2381.314941 Iteration 16Q: 3 clusters Score -132461.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -132462.140625 Penalty: 2381.314941 Iteration 17Q: 3 clusters Score -132462.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -132466.203125 Penalty: 2381.314941 Iteration 18F: 3 clusters Score -132466.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -132475.625000 Penalty: 2381.314941 Iteration 19Q: 3 clusters Score -132475.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -132480.171875 Penalty: 2381.314941 Iteration 20F: 3 clusters Score -132480.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -132484.109375 Penalty: 2381.314941 Iteration 21Q: 3 clusters Score -132484.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -132485.953125 Penalty: 2381.314941 Iteration 22Q: 3 clusters Score -132486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -132488.546875 Penalty: 2381.314941 Iteration 23Q: 3 clusters Score -132488.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -132489.828125 Penalty: 2381.314941 Iteration 24Q: 3 clusters Score -132489.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -132490.640625 Penalty: 2381.314941 Iteration 25Q: 3 clusters Score -132490.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -132491.093750 Penalty: 2381.314941 Iteration 26Q: 3 clusters Score -132491.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -132491.093750 Penalty: 2381.314941 Iteration 27F: 3 clusters Score -132491.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Entering Unmasked Estep Score: -154940.968750 Penalty: 1208.928467 Iteration 0F: 2 clusters Score -154941 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -153070.328125 Penalty: 2417.856934 Iteration 0F: 3 clusters Score -153070.3 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -153471.984375 Penalty: 2417.856934 Iteration 1F: 3 clusters Score -153472 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -153665.921875 Penalty: 2417.856934 Iteration 2F: 3 clusters Score -153665.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -153782.375000 Penalty: 2417.856934 Iteration 3F: 3 clusters Score -153782.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -153863.656250 Penalty: 2417.856934 Iteration 4Q: 3 clusters Score -153863.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -153983.734375 Penalty: 2417.856934 Iteration 5Q: 3 clusters Score -153983.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -154151.062500 Penalty: 2417.856934 Iteration 6F: 3 clusters Score -154151.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -154368.343750 Penalty: 2417.856934 Iteration 7F: 3 clusters Score -154368.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -154578.406250 Penalty: 2417.856934 Iteration 8F: 3 clusters Score -154578.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -154759.046875 Penalty: 2417.856934 Iteration 9Q: 3 clusters Score -154759 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -154924.093750 Penalty: 2417.856934 Iteration 10Q: 3 clusters Score -154924.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -155027.531250 Penalty: 2417.856934 Iteration 11Q: 3 clusters Score -155027.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -155074.890625 Penalty: 2417.856934 Iteration 12Q: 3 clusters Score -155074.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -155094.734375 Penalty: 2417.856934 Iteration 13Q: 3 clusters Score -155094.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -155098.984375 Penalty: 2417.856934 Iteration 14Q: 3 clusters Score -155099 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -155103.312500 Penalty: 2417.856934 Iteration 15Q: 3 clusters Score -155103.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -155104.671875 Penalty: 2417.856934 Iteration 16Q: 3 clusters Score -155104.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -155105.390625 Penalty: 2417.856934 Iteration 17Q: 3 clusters Score -155105.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -155106.187500 Penalty: 2417.856934 Iteration 18Q: 3 clusters Score -155106.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -155106.515625 Penalty: 2417.856934 Iteration 19Q: 3 clusters Score -155106.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -155106.515625 Penalty: 2417.856934 Iteration 20F: 3 clusters Score -155106.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 6049 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8294 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 2336 members Mstep: Class 14 contains 794 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 917 members Mstep: Class 17 contains 1829 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Mstep: Class 21 contains 1010 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 7242 members Mstep: Class 24 contains 1805 members Mstep: Class 25 contains 1024 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 785 members Entering Unmasked Estep Score: -8148073.500000 Penalty: 49937.859375 Splitting cluster 16 changes total score from -8136777.500000 to -8148073.500000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 17 (1829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Entering Unmasked Estep Score: -171271.828125 Penalty: 1220.622803 Iteration 0F: 2 clusters Score -171271.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -169282.593750 Penalty: 2441.245605 Iteration 0F: 3 clusters Score -169282.6 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -170089.140625 Penalty: 2441.245605 Iteration 1F: 3 clusters Score -170089.1 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -171350.875000 Penalty: 2441.245605 Iteration 2F: 3 clusters Score -171350.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -172877.593750 Penalty: 2441.245605 Iteration 3F: 3 clusters Score -172877.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -174009.812500 Penalty: 2441.245605 Iteration 4F: 3 clusters Score -174009.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -174186.046875 Penalty: 2441.245605 Iteration 5Q: 3 clusters Score -174186 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -174200.156250 Penalty: 2441.245605 Iteration 6Q: 3 clusters Score -174200.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -174211.359375 Penalty: 2441.245605 Iteration 7Q: 3 clusters Score -174211.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -174226.468750 Penalty: 2441.245605 Iteration 8Q: 3 clusters Score -174226.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -174242.609375 Penalty: 2441.245605 Iteration 9Q: 3 clusters Score -174242.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -174261.484375 Penalty: 2441.245605 Iteration 10Q: 3 clusters Score -174261.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -174277.828125 Penalty: 2441.245605 Iteration 11Q: 3 clusters Score -174277.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -174283.187500 Penalty: 2441.245605 Iteration 12Q: 3 clusters Score -174283.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -174283.187500 Penalty: 2441.245605 Iteration 13F: 3 clusters Score -174283.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 573 members Mstep: Class 5 contains 1779 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 6049 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8294 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 2336 members Mstep: Class 14 contains 794 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 917 members Mstep: Class 17 contains 858 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Mstep: Class 21 contains 1010 members Mstep: Class 22 contains 429 members Mstep: Class 23 contains 7242 members Mstep: Class 24 contains 1805 members Mstep: Class 25 contains 1024 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 785 members Mstep: Class 28 contains 971 members Entering Unmasked Estep Score: -8150458.000000 Penalty: 51787.410156 Splitting cluster 17 changes total score from -8136777.500000 to -8150458.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 18 (1953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Entering Unmasked Estep Score: -195681.250000 Penalty: 1231.282227 Iteration 0F: 2 clusters Score -195681.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -193598.890625 Penalty: 2462.564453 Iteration 0F: 3 clusters Score -193598.9 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -194114.796875 Penalty: 2462.564453 Iteration 1F: 3 clusters Score -194114.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -194264.718750 Penalty: 2462.564453 Iteration 2F: 3 clusters Score -194264.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -194388.359375 Penalty: 2462.564453 Iteration 3F: 3 clusters Score -194388.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -194482.593750 Penalty: 2462.564453 Iteration 4Q: 3 clusters Score -194482.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -194556.546875 Penalty: 2462.564453 Iteration 5Q: 3 clusters Score -194556.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -194619.062500 Penalty: 2462.564453 Iteration 6Q: 3 clusters Score -194619.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -194689.109375 Penalty: 2462.564453 Iteration 7Q: 3 clusters Score -194689.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -194791.093750 Penalty: 2462.564453 Iteration 8Q: 3 clusters Score -194791.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -194968.218750 Penalty: 2462.564453 Iteration 9Q: 3 clusters Score -194968.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -195071.656250 Penalty: 2462.564453 Iteration 10Q: 3 clusters Score -195071.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -195129.343750 Penalty: 2462.564453 Iteration 11Q: 3 clusters Score -195129.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -195166.296875 Penalty: 2462.564453 Iteration 12Q: 3 clusters Score -195166.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -195193.234375 Penalty: 2462.564453 Iteration 13Q: 3 clusters Score -195193.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -195213.265625 Penalty: 2462.564453 Iteration 14Q: 3 clusters Score -195213.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -195223.234375 Penalty: 2462.564453 Iteration 15Q: 3 clusters Score -195223.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -195233.468750 Penalty: 2462.564453 Iteration 16Q: 3 clusters Score -195233.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -195237.828125 Penalty: 2462.564453 Iteration 17Q: 3 clusters Score -195237.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -195244.453125 Penalty: 2462.564453 Iteration 18Q: 3 clusters Score -195244.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -195252.093750 Penalty: 2462.564453 Iteration 19Q: 3 clusters Score -195252.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -195262.750000 Penalty: 2462.564453 Iteration 20F: 3 clusters Score -195262.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -195271.703125 Penalty: 2462.564453 Iteration 21Q: 3 clusters Score -195271.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -195281.234375 Penalty: 2462.564453 Iteration 22Q: 3 clusters Score -195281.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -195289.500000 Penalty: 2462.564453 Iteration 23Q: 3 clusters Score -195289.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -195304.062500 Penalty: 2462.564453 Iteration 24Q: 3 clusters Score -195304.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -195312.796875 Penalty: 2462.564453 Iteration 25Q: 3 clusters Score -195312.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -195318.203125 Penalty: 2462.564453 Iteration 26Q: 3 clusters Score -195318.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -195324.671875 Penalty: 2462.564453 Iteration 27Q: 3 clusters Score -195324.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -195328.562500 Penalty: 2462.564453 Iteration 28Q: 3 clusters Score -195328.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -195331.734375 Penalty: 2462.564453 Iteration 29Q: 3 clusters Score -195331.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -195333.921875 Penalty: 2462.564453 Iteration 30Q: 3 clusters Score -195333.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -195336.031250 Penalty: 2462.564453 Iteration 31Q: 3 clusters Score -195336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -195345.000000 Penalty: 2462.564453 Iteration 32Q: 3 clusters Score -195345 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -195358.093750 Penalty: 2462.564453 Iteration 33Q: 3 clusters Score -195358.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -195364.000000 Penalty: 2462.564453 Iteration 34Q: 3 clusters Score -195364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -195364.953125 Penalty: 2462.564453 Iteration 35Q: 3 clusters Score -195365 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -195364.953125 Penalty: 2462.564453 Iteration 36F: 3 clusters Score -195365 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Entering Unmasked Estep Score: -146637.500000 Penalty: 1190.977783 Iteration 0F: 2 clusters Score -146637.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -144872.125000 Penalty: 2381.955566 Iteration 0F: 3 clusters Score -144872.1 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -145221.093750 Penalty: 2381.955566 Iteration 1F: 3 clusters Score -145221.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -145354.968750 Penalty: 2381.955566 Iteration 2F: 3 clusters Score -145355 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -145479.890625 Penalty: 2381.955566 Iteration 3F: 3 clusters Score -145479.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -145599.515625 Penalty: 2381.955566 Iteration 4Q: 3 clusters Score -145599.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -145718.046875 Penalty: 2381.955566 Iteration 5Q: 3 clusters Score -145718 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -145798.375000 Penalty: 2381.955566 Iteration 6Q: 3 clusters Score -145798.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -145858.203125 Penalty: 2381.955566 Iteration 7Q: 3 clusters Score -145858.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -145909.593750 Penalty: 2381.955566 Iteration 8Q: 3 clusters Score -145909.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -145942.031250 Penalty: 2381.955566 Iteration 9Q: 3 clusters Score -145942 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -145966.000000 Penalty: 2381.955566 Iteration 10Q: 3 clusters Score -145966 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -145985.515625 Penalty: 2381.955566 Iteration 11Q: 3 clusters Score -145985.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -146000.968750 Penalty: 2381.955566 Iteration 12Q: 3 clusters Score -146001 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -146015.546875 Penalty: 2381.955566 Iteration 13Q: 3 clusters Score -146015.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -146033.234375 Penalty: 2381.955566 Iteration 14Q: 3 clusters Score -146033.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -146055.921875 Penalty: 2381.955566 Iteration 15Q: 3 clusters Score -146055.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -146080.500000 Penalty: 2381.955566 Iteration 16Q: 3 clusters Score -146080.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -146110.453125 Penalty: 2381.955566 Iteration 17Q: 3 clusters Score -146110.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -146139.984375 Penalty: 2381.955566 Iteration 18Q: 3 clusters Score -146140 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -146163.546875 Penalty: 2381.955566 Iteration 19Q: 3 clusters Score -146163.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -146179.281250 Penalty: 2381.955566 Iteration 20F: 3 clusters Score -146179.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -146184.500000 Penalty: 2381.955566 Iteration 21Q: 3 clusters Score -146184.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -146189.906250 Penalty: 2381.955566 Iteration 22Q: 3 clusters Score -146189.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -146193.546875 Penalty: 2381.955566 Iteration 23Q: 3 clusters Score -146193.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -146196.171875 Penalty: 2381.955566 Iteration 24Q: 3 clusters Score -146196.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -146197.187500 Penalty: 2381.955566 Iteration 25Q: 3 clusters Score -146197.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -146198.031250 Penalty: 2381.955566 Iteration 26Q: 3 clusters Score -146198 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -146198.031250 Penalty: 2381.955566 Iteration 27F: 3 clusters Score -146198 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (23066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23066 members Entering Unmasked Estep Score: -2153603.750000 Penalty: 1632.493652 Iteration 0F: 2 clusters Score -2153604 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 11585 members Entering Unmasked Estep Score: -2137910.250000 Penalty: 3264.987305 Iteration 0F: 3 clusters Score -2137910 nChanged 10466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -2144006.750000 Penalty: 3264.987305 Iteration 1F: 3 clusters Score -2144007 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -2144533.500000 Penalty: 3264.987305 Iteration 2F: 3 clusters Score -2144534 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11824 members Mstep: Class 2 contains 11242 members Entering Unmasked Estep Score: -2145120.500000 Penalty: 3264.987305 Iteration 3F: 3 clusters Score -2145120 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12126 members Mstep: Class 2 contains 10940 members Entering Unmasked Estep Score: -2145671.750000 Penalty: 3264.987305 Iteration 4F: 3 clusters Score -2145672 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12516 members Mstep: Class 2 contains 10550 members Entering Unmasked Estep Score: -2146153.250000 Penalty: 3264.987305 Iteration 5F: 3 clusters Score -2146153 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13033 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -2146557.750000 Penalty: 3264.987305 Iteration 6Q: 3 clusters Score -2146558 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13659 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -2146968.250000 Penalty: 3264.987305 Iteration 7Q: 3 clusters Score -2146968 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14443 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -2147424.750000 Penalty: 3264.987305 Iteration 8Q: 3 clusters Score -2147425 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -2147938.000000 Penalty: 3264.987305 Iteration 9Q: 3 clusters Score -2147938 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16461 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -2148609.000000 Penalty: 3264.987305 Iteration 10Q: 3 clusters Score -2148609 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17736 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -2149512.000000 Penalty: 3264.987305 Iteration 11F: 3 clusters Score -2149512 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19104 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -2150651.250000 Penalty: 3264.987305 Iteration 12F: 3 clusters Score -2150651 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20365 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -2151743.250000 Penalty: 3264.987305 Iteration 13F: 3 clusters Score -2151743 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21268 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -2152502.250000 Penalty: 3264.987305 Iteration 14Q: 3 clusters Score -2152502 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21815 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -2152904.750000 Penalty: 3264.987305 Iteration 15Q: 3 clusters Score -2152905 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22143 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -2153122.500000 Penalty: 3264.987305 Iteration 16Q: 3 clusters Score -2153122 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22319 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -2153220.500000 Penalty: 3264.987305 Iteration 17Q: 3 clusters Score -2153220 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22416 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -2153265.750000 Penalty: 3264.987305 Iteration 18Q: 3 clusters Score -2153266 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22471 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -2153294.250000 Penalty: 3264.987305 Iteration 19Q: 3 clusters Score -2153294 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22500 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -2153306.500000 Penalty: 3264.987305 Iteration 20F: 3 clusters Score -2153306 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22517 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -2153316.750000 Penalty: 3264.987305 Iteration 21Q: 3 clusters Score -2153317 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22527 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -2153319.250000 Penalty: 3264.987305 Iteration 22Q: 3 clusters Score -2153319 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22532 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -2153326.250000 Penalty: 3264.987305 Iteration 23Q: 3 clusters Score -2153326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22537 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -2153328.750000 Penalty: 3264.987305 Iteration 24Q: 3 clusters Score -2153329 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22539 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -2153330.500000 Penalty: 3264.987305 Iteration 25Q: 3 clusters Score -2153330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22539 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -2153330.500000 Penalty: 3264.987305 Iteration 26F: 3 clusters Score -2153330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 1712 members Mstep: Class 5 contains 1779 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 539 members Mstep: Class 9 contains 6049 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8294 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 2336 members Mstep: Class 14 contains 794 members Mstep: Class 15 contains 1521 members Mstep: Class 16 contains 917 members Mstep: Class 17 contains 858 members Mstep: Class 18 contains 1953 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 23066 members Entering Unmasked Estep ConsiderDeletion Score: -8152250.500000 Penalty: 51787.410156 Iteration 39Q: 29 clusters Score -8152250 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1701 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 586 members Mstep: Class 5 contains 1776 members Mstep: Class 6 contains 3790 members Mstep: Class 7 contains 9498 members Mstep: Class 8 contains 697 members Mstep: Class 9 contains 6136 members Mstep: Class 10 contains 4575 members Mstep: Class 11 contains 8318 members Mstep: Class 12 contains 1943 members Mstep: Class 13 contains 2383 members Mstep: Class 14 contains 828 members Mstep: Class 15 contains 1533 members Mstep: Class 16 contains 946 members Mstep: Class 17 contains 831 members Mstep: Class 18 contains 1939 members Mstep: Class 19 contains 1540 members Mstep: Class 20 contains 23043 members Mstep: Class 21 contains 1037 members Mstep: Class 22 contains 388 members Mstep: Class 23 contains 7240 members Mstep: Class 24 contains 1780 members Mstep: Class 25 contains 885 members Mstep: Class 26 contains 549 members Mstep: Class 27 contains 735 members Mstep: Class 28 contains 906 members Entering Unmasked Estep ConsiderDeletion Score: -8154218.000000 Penalty: 51787.410156 Iteration 40F: 29 clusters Score -8154218 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1701 members Mstep: Class 3 contains 1620 members Mstep: Class 4 contains 629 members Mstep: Class 5 contains 1778 members Mstep: Class 6 contains 3762 members Mstep: Class 7 contains 9476 members Mstep: Class 8 contains 762 members Mstep: Class 9 contains 6129 members Mstep: Class 10 contains 4572 members Mstep: Class 11 contains 8287 members Mstep: Class 12 contains 1922 members Mstep: Class 13 contains 2322 members Mstep: Class 14 contains 853 members Mstep: Class 15 contains 1528 members Mstep: Class 16 contains 945 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 1933 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 22970 members Mstep: Class 21 contains 1055 members Mstep: Class 22 contains 384 members Mstep: Class 23 contains 7245 members Mstep: Class 24 contains 1837 members Mstep: Class 25 contains 953 members Mstep: Class 26 contains 542 members Mstep: Class 27 contains 780 members Mstep: Class 28 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -8155157.000000 Penalty: 51787.410156 Iteration 41Q: 29 clusters Score -8155157 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1701 members Mstep: Class 3 contains 1617 members Mstep: Class 4 contains 628 members Mstep: Class 5 contains 1777 members Mstep: Class 6 contains 3744 members Mstep: Class 7 contains 9478 members Mstep: Class 8 contains 789 members Mstep: Class 9 contains 6119 members Mstep: Class 10 contains 4576 members Mstep: Class 11 contains 8266 members Mstep: Class 12 contains 1911 members Mstep: Class 13 contains 2285 members Mstep: Class 14 contains 869 members Mstep: Class 15 contains 1526 members Mstep: Class 16 contains 952 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 1927 members Mstep: Class 19 contains 1552 members Mstep: Class 20 contains 22945 members Mstep: Class 21 contains 1065 members Mstep: Class 22 contains 377 members Mstep: Class 23 contains 7239 members Mstep: Class 24 contains 1869 members Mstep: Class 25 contains 982 members Mstep: Class 26 contains 536 members Mstep: Class 27 contains 821 members Mstep: Class 28 contains 854 members Entering Unmasked Estep ConsiderDeletion Score: -8155624.000000 Penalty: 51787.410156 Iteration 42Q: 29 clusters Score -8155624 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1611 members Mstep: Class 4 contains 626 members Mstep: Class 5 contains 1791 members Mstep: Class 6 contains 3732 members Mstep: Class 7 contains 9471 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 6108 members Mstep: Class 10 contains 4574 members Mstep: Class 11 contains 8255 members Mstep: Class 12 contains 1906 members Mstep: Class 13 contains 2260 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 1523 members Mstep: Class 16 contains 958 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1929 members Mstep: Class 19 contains 1555 members Mstep: Class 20 contains 22926 members Mstep: Class 21 contains 1072 members Mstep: Class 22 contains 372 members Mstep: Class 23 contains 7234 members Mstep: Class 24 contains 1889 members Mstep: Class 25 contains 1015 members Mstep: Class 26 contains 534 members Mstep: Class 27 contains 845 members Mstep: Class 28 contains 832 members Entering Unmasked Estep ConsiderDeletion Score: -8155949.500000 Penalty: 51787.410156 Iteration 43Q: 29 clusters Score -8155950 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1613 members Mstep: Class 4 contains 630 members Mstep: Class 5 contains 1807 members Mstep: Class 6 contains 3721 members Mstep: Class 7 contains 9475 members Mstep: Class 8 contains 801 members Mstep: Class 9 contains 6101 members Mstep: Class 10 contains 4570 members Mstep: Class 11 contains 8252 members Mstep: Class 12 contains 1899 members Mstep: Class 13 contains 2246 members Mstep: Class 14 contains 898 members Mstep: Class 15 contains 1520 members Mstep: Class 16 contains 954 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1927 members Mstep: Class 19 contains 1555 members Mstep: Class 20 contains 22911 members Mstep: Class 21 contains 1068 members Mstep: Class 22 contains 363 members Mstep: Class 23 contains 7232 members Mstep: Class 24 contains 1897 members Mstep: Class 25 contains 1038 members Mstep: Class 26 contains 533 members Mstep: Class 27 contains 864 members Mstep: Class 28 contains 821 members Entering Unmasked Estep ConsiderDeletion Score: -8156134.000000 Penalty: 51787.410156 Iteration 44Q: 29 clusters Score -8156134 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 642 members Mstep: Class 5 contains 1827 members Mstep: Class 6 contains 3713 members Mstep: Class 7 contains 9477 members Mstep: Class 8 contains 804 members Mstep: Class 9 contains 6094 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8252 members Mstep: Class 12 contains 1888 members Mstep: Class 13 contains 2241 members Mstep: Class 14 contains 905 members Mstep: Class 15 contains 1517 members Mstep: Class 16 contains 946 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1554 members Mstep: Class 20 contains 22900 members Mstep: Class 21 contains 1055 members Mstep: Class 22 contains 354 members Mstep: Class 23 contains 7240 members Mstep: Class 24 contains 1901 members Mstep: Class 25 contains 1055 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 871 members Mstep: Class 28 contains 815 members Entering Unmasked Estep ConsiderDeletion Score: -8156305.500000 Penalty: 51787.410156 Iteration 45Q: 29 clusters Score -8156306 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1611 members Mstep: Class 4 contains 653 members Mstep: Class 5 contains 1840 members Mstep: Class 6 contains 3706 members Mstep: Class 7 contains 9476 members Mstep: Class 8 contains 808 members Mstep: Class 9 contains 6090 members Mstep: Class 10 contains 4562 members Mstep: Class 11 contains 8254 members Mstep: Class 12 contains 1879 members Mstep: Class 13 contains 2233 members Mstep: Class 14 contains 908 members Mstep: Class 15 contains 1517 members Mstep: Class 16 contains 939 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1553 members Mstep: Class 20 contains 22886 members Mstep: Class 21 contains 1051 members Mstep: Class 22 contains 343 members Mstep: Class 23 contains 7239 members Mstep: Class 24 contains 1904 members Mstep: Class 25 contains 1070 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 883 members Mstep: Class 28 contains 809 members Entering Unmasked Estep ConsiderDeletion Score: -8156451.000000 Penalty: 51787.410156 Iteration 46Q: 29 clusters Score -8156451 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1609 members Mstep: Class 4 contains 658 members Mstep: Class 5 contains 1850 members Mstep: Class 6 contains 3703 members Mstep: Class 7 contains 9476 members Mstep: Class 8 contains 809 members Mstep: Class 9 contains 6087 members Mstep: Class 10 contains 4555 members Mstep: Class 11 contains 8255 members Mstep: Class 12 contains 1869 members Mstep: Class 13 contains 2228 members Mstep: Class 14 contains 909 members Mstep: Class 15 contains 1516 members Mstep: Class 16 contains 936 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1551 members Mstep: Class 20 contains 22883 members Mstep: Class 21 contains 1047 members Mstep: Class 22 contains 339 members Mstep: Class 23 contains 7238 members Mstep: Class 24 contains 1904 members Mstep: Class 25 contains 1081 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 900 members Mstep: Class 28 contains 806 members Entering Unmasked Estep ConsiderDeletion Score: -8156516.500000 Penalty: 51787.410156 Iteration 47Q: 29 clusters Score -8156516 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1607 members Mstep: Class 4 contains 664 members Mstep: Class 5 contains 1859 members Mstep: Class 6 contains 3700 members Mstep: Class 7 contains 9478 members Mstep: Class 8 contains 806 members Mstep: Class 9 contains 6093 members Mstep: Class 10 contains 4549 members Mstep: Class 11 contains 8257 members Mstep: Class 12 contains 1863 members Mstep: Class 13 contains 2227 members Mstep: Class 14 contains 908 members Mstep: Class 15 contains 1517 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1550 members Mstep: Class 20 contains 22876 members Mstep: Class 21 contains 1044 members Mstep: Class 22 contains 338 members Mstep: Class 23 contains 7239 members Mstep: Class 24 contains 1903 members Mstep: Class 25 contains 1085 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 912 members Mstep: Class 28 contains 802 members Entering Unmasked Estep ConsiderDeletion Score: -8156601.500000 Penalty: 51787.410156 Iteration 48Q: 29 clusters Score -8156602 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 671 members Mstep: Class 5 contains 1856 members Mstep: Class 6 contains 3699 members Mstep: Class 7 contains 9478 members Mstep: Class 8 contains 801 members Mstep: Class 9 contains 6095 members Mstep: Class 10 contains 4541 members Mstep: Class 11 contains 8257 members Mstep: Class 12 contains 1859 members Mstep: Class 13 contains 2229 members Mstep: Class 14 contains 908 members Mstep: Class 15 contains 1519 members Mstep: Class 16 contains 927 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1927 members Mstep: Class 19 contains 1550 members Mstep: Class 20 contains 22870 members Mstep: Class 21 contains 1043 members Mstep: Class 22 contains 341 members Mstep: Class 23 contains 7242 members Mstep: Class 24 contains 1903 members Mstep: Class 25 contains 1087 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 917 members Mstep: Class 28 contains 802 members Entering Unmasked Estep ConsiderDeletion Score: -8156645.500000 Penalty: 51787.410156 Iteration 49Q: 29 clusters Score -8156646 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 678 members Mstep: Class 5 contains 1852 members Mstep: Class 6 contains 3697 members Mstep: Class 7 contains 9475 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 6097 members Mstep: Class 10 contains 4540 members Mstep: Class 11 contains 8257 members Mstep: Class 12 contains 1858 members Mstep: Class 13 contains 2229 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 924 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1551 members Mstep: Class 20 contains 22868 members Mstep: Class 21 contains 1044 members Mstep: Class 22 contains 346 members Mstep: Class 23 contains 7243 members Mstep: Class 24 contains 1903 members Mstep: Class 25 contains 1089 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 918 members Mstep: Class 28 contains 802 members Entering Unmasked Estep ConsiderDeletion Score: -8156689.500000 Penalty: 51787.410156 Iteration 50Q: 29 clusters Score -8156690 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 679 members Mstep: Class 5 contains 1856 members Mstep: Class 6 contains 3694 members Mstep: Class 7 contains 9476 members Mstep: Class 8 contains 788 members Mstep: Class 9 contains 6096 members Mstep: Class 10 contains 4539 members Mstep: Class 11 contains 8256 members Mstep: Class 12 contains 1856 members Mstep: Class 13 contains 2227 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1516 members Mstep: Class 16 contains 925 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1554 members Mstep: Class 20 contains 22866 members Mstep: Class 21 contains 1044 members Mstep: Class 22 contains 350 members Mstep: Class 23 contains 7243 members Mstep: Class 24 contains 1903 members Mstep: Class 25 contains 1090 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 924 members Mstep: Class 28 contains 801 members Entering Unmasked Estep ConsiderDeletion Score: -8156727.000000 Penalty: 51787.410156 Iteration 51Q: 29 clusters Score -8156727 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 687 members Mstep: Class 5 contains 1856 members Mstep: Class 6 contains 3689 members Mstep: Class 7 contains 9476 members Mstep: Class 8 contains 788 members Mstep: Class 9 contains 6096 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8255 members Mstep: Class 12 contains 1855 members Mstep: Class 13 contains 2226 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1514 members Mstep: Class 16 contains 925 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1559 members Mstep: Class 20 contains 22859 members Mstep: Class 21 contains 1044 members Mstep: Class 22 contains 351 members Mstep: Class 23 contains 7246 members Mstep: Class 24 contains 1903 members Mstep: Class 25 contains 1097 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 926 members Mstep: Class 28 contains 797 members Entering Unmasked Estep ConsiderDeletion Score: -8156816.500000 Penalty: 51787.410156 Iteration 52Q: 29 clusters Score -8156816 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 700 members Mstep: Class 5 contains 1852 members Mstep: Class 6 contains 3681 members Mstep: Class 7 contains 9473 members Mstep: Class 8 contains 793 members Mstep: Class 9 contains 6094 members Mstep: Class 10 contains 4533 members Mstep: Class 11 contains 8255 members Mstep: Class 12 contains 1855 members Mstep: Class 13 contains 2225 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1515 members Mstep: Class 16 contains 925 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1563 members Mstep: Class 20 contains 22854 members Mstep: Class 21 contains 1044 members Mstep: Class 22 contains 344 members Mstep: Class 23 contains 7245 members Mstep: Class 24 contains 1903 members Mstep: Class 25 contains 1102 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 938 members Mstep: Class 28 contains 790 members Entering Unmasked Estep ConsiderDeletion Score: -8156898.500000 Penalty: 51787.410156 Iteration 53Q: 29 clusters Score -8156898 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 721 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 3677 members Mstep: Class 7 contains 9471 members Mstep: Class 8 contains 793 members Mstep: Class 9 contains 6095 members Mstep: Class 10 contains 4533 members Mstep: Class 11 contains 8256 members Mstep: Class 12 contains 1854 members Mstep: Class 13 contains 2222 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1513 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1571 members Mstep: Class 20 contains 22851 members Mstep: Class 21 contains 1045 members Mstep: Class 22 contains 341 members Mstep: Class 23 contains 7246 members Mstep: Class 24 contains 1903 members Mstep: Class 25 contains 1105 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 938 members Mstep: Class 28 contains 780 members Entering Unmasked Estep ConsiderDeletion Score: -8156964.000000 Penalty: 51787.410156 Iteration 54Q: 29 clusters Score -8156964 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 732 members Mstep: Class 5 contains 1837 members Mstep: Class 6 contains 3672 members Mstep: Class 7 contains 9470 members Mstep: Class 8 contains 787 members Mstep: Class 9 contains 6095 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8258 members Mstep: Class 12 contains 1854 members Mstep: Class 13 contains 2219 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1514 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1575 members Mstep: Class 20 contains 22851 members Mstep: Class 21 contains 1045 members Mstep: Class 22 contains 343 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1904 members Mstep: Class 25 contains 1106 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 937 members Mstep: Class 28 contains 777 members Entering Unmasked Estep ConsiderDeletion Score: -8157066.500000 Penalty: 51787.410156 Iteration 55Q: 29 clusters Score -8157066 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 743 members Mstep: Class 5 contains 1830 members Mstep: Class 6 contains 3668 members Mstep: Class 7 contains 9470 members Mstep: Class 8 contains 792 members Mstep: Class 9 contains 6095 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8262 members Mstep: Class 12 contains 1854 members Mstep: Class 13 contains 2214 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1513 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1586 members Mstep: Class 20 contains 22849 members Mstep: Class 21 contains 1045 members Mstep: Class 22 contains 343 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1905 members Mstep: Class 25 contains 1106 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 937 members Mstep: Class 28 contains 764 members Entering Unmasked Estep ConsiderDeletion Score: -8157135.000000 Penalty: 51787.410156 Iteration 56Q: 29 clusters Score -8157135 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 750 members Mstep: Class 5 contains 1830 members Mstep: Class 6 contains 3658 members Mstep: Class 7 contains 9470 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 6095 members Mstep: Class 10 contains 4533 members Mstep: Class 11 contains 8266 members Mstep: Class 12 contains 1854 members Mstep: Class 13 contains 2211 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1510 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1595 members Mstep: Class 20 contains 22849 members Mstep: Class 21 contains 1045 members Mstep: Class 22 contains 344 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1904 members Mstep: Class 25 contains 1106 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 936 members Mstep: Class 28 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -8157209.500000 Penalty: 51787.410156 Iteration 57Q: 29 clusters Score -8157210 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 757 members Mstep: Class 5 contains 1829 members Mstep: Class 6 contains 3647 members Mstep: Class 7 contains 9470 members Mstep: Class 8 contains 811 members Mstep: Class 9 contains 6095 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8266 members Mstep: Class 12 contains 1854 members Mstep: Class 13 contains 2211 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1604 members Mstep: Class 20 contains 22847 members Mstep: Class 21 contains 1045 members Mstep: Class 22 contains 341 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1904 members Mstep: Class 25 contains 1107 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 936 members Mstep: Class 28 contains 743 members Entering Unmasked Estep ConsiderDeletion Score: -8157339.000000 Penalty: 51787.410156 Iteration 58Q: 29 clusters Score -8157339 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 769 members Mstep: Class 5 contains 1829 members Mstep: Class 6 contains 3635 members Mstep: Class 7 contains 9469 members Mstep: Class 8 contains 817 members Mstep: Class 9 contains 6095 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8265 members Mstep: Class 12 contains 1854 members Mstep: Class 13 contains 2211 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1508 members Mstep: Class 16 contains 924 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1610 members Mstep: Class 20 contains 22848 members Mstep: Class 21 contains 1045 members Mstep: Class 22 contains 336 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1904 members Mstep: Class 25 contains 1110 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 936 members Mstep: Class 28 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -8157457.500000 Penalty: 51787.410156 Iteration 59Q: 29 clusters Score -8157458 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 779 members Mstep: Class 5 contains 1834 members Mstep: Class 6 contains 3620 members Mstep: Class 7 contains 9467 members Mstep: Class 8 contains 824 members Mstep: Class 9 contains 6096 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8265 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 2210 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1507 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1612 members Mstep: Class 20 contains 22848 members Mstep: Class 21 contains 1046 members Mstep: Class 22 contains 331 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1904 members Mstep: Class 25 contains 1113 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 936 members Mstep: Class 28 contains 733 members Entering Unmasked Estep ConsiderDeletion Score: -8157604.500000 Penalty: 51787.410156 Iteration 60F: 29 clusters Score -8157604 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 790 members Mstep: Class 5 contains 1835 members Mstep: Class 6 contains 3609 members Mstep: Class 7 contains 9462 members Mstep: Class 8 contains 830 members Mstep: Class 9 contains 6094 members Mstep: Class 10 contains 4533 members Mstep: Class 11 contains 8265 members Mstep: Class 12 contains 1852 members Mstep: Class 13 contains 2210 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1506 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1610 members Mstep: Class 20 contains 22844 members Mstep: Class 21 contains 1047 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1904 members Mstep: Class 25 contains 1123 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 732 members Entering Unmasked Estep ConsiderDeletion Score: -8157691.000000 Penalty: 51787.410156 Iteration 61Q: 29 clusters Score -8157691 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 810 members Mstep: Class 5 contains 1831 members Mstep: Class 6 contains 3600 members Mstep: Class 7 contains 9460 members Mstep: Class 8 contains 835 members Mstep: Class 9 contains 6092 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8263 members Mstep: Class 12 contains 1851 members Mstep: Class 13 contains 2211 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1503 members Mstep: Class 16 contains 924 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 1609 members Mstep: Class 20 contains 22845 members Mstep: Class 21 contains 1048 members Mstep: Class 22 contains 320 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1905 members Mstep: Class 25 contains 1125 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 731 members Entering Unmasked Estep ConsiderDeletion Score: -8157761.500000 Penalty: 51787.410156 Iteration 62Q: 29 clusters Score -8157762 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 822 members Mstep: Class 5 contains 1828 members Mstep: Class 6 contains 3589 members Mstep: Class 7 contains 9461 members Mstep: Class 8 contains 845 members Mstep: Class 9 contains 6091 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8262 members Mstep: Class 12 contains 1851 members Mstep: Class 13 contains 2211 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1498 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1927 members Mstep: Class 19 contains 1608 members Mstep: Class 20 contains 22843 members Mstep: Class 21 contains 1047 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 7246 members Mstep: Class 24 contains 1906 members Mstep: Class 25 contains 1128 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 949 members Mstep: Class 28 contains 731 members Entering Unmasked Estep ConsiderDeletion Score: -8157848.000000 Penalty: 51787.410156 Iteration 63Q: 29 clusters Score -8157848 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1604 members Mstep: Class 4 contains 833 members Mstep: Class 5 contains 1824 members Mstep: Class 6 contains 3580 members Mstep: Class 7 contains 9462 members Mstep: Class 8 contains 855 members Mstep: Class 9 contains 6088 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8261 members Mstep: Class 12 contains 1850 members Mstep: Class 13 contains 2211 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1494 members Mstep: Class 16 contains 928 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22841 members Mstep: Class 21 contains 1045 members Mstep: Class 22 contains 310 members Mstep: Class 23 contains 7248 members Mstep: Class 24 contains 1906 members Mstep: Class 25 contains 1130 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 951 members Mstep: Class 28 contains 731 members Entering Unmasked Estep ConsiderDeletion Score: -8157888.500000 Penalty: 51787.410156 Iteration 64Q: 29 clusters Score -8157888 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1604 members Mstep: Class 4 contains 845 members Mstep: Class 5 contains 1812 members Mstep: Class 6 contains 3570 members Mstep: Class 7 contains 9463 members Mstep: Class 8 contains 868 members Mstep: Class 9 contains 6088 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1850 members Mstep: Class 13 contains 2211 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1493 members Mstep: Class 16 contains 929 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22841 members Mstep: Class 21 contains 1044 members Mstep: Class 22 contains 310 members Mstep: Class 23 contains 7248 members Mstep: Class 24 contains 1906 members Mstep: Class 25 contains 1131 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 951 members Mstep: Class 28 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -8157966.500000 Penalty: 51787.410156 Iteration 65Q: 29 clusters Score -8157966 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1604 members Mstep: Class 4 contains 860 members Mstep: Class 5 contains 1804 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 9462 members Mstep: Class 8 contains 890 members Mstep: Class 9 contains 6088 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8258 members Mstep: Class 12 contains 1849 members Mstep: Class 13 contains 2212 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1487 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22841 members Mstep: Class 21 contains 1045 members Mstep: Class 22 contains 307 members Mstep: Class 23 contains 7252 members Mstep: Class 24 contains 1906 members Mstep: Class 25 contains 1131 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 728 members Entering Unmasked Estep ConsiderDeletion Score: -8158061.000000 Penalty: 51787.410156 Iteration 66Q: 29 clusters Score -8158061 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 874 members Mstep: Class 5 contains 1798 members Mstep: Class 6 contains 3528 members Mstep: Class 7 contains 9463 members Mstep: Class 8 contains 909 members Mstep: Class 9 contains 6088 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8259 members Mstep: Class 12 contains 1850 members Mstep: Class 13 contains 2210 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1484 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22842 members Mstep: Class 21 contains 1044 members Mstep: Class 22 contains 305 members Mstep: Class 23 contains 7253 members Mstep: Class 24 contains 1907 members Mstep: Class 25 contains 1131 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 940 members Mstep: Class 28 contains 729 members Entering Unmasked Estep ConsiderDeletion Score: -8158160.500000 Penalty: 51787.410156 Iteration 67Q: 29 clusters Score -8158160 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1607 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 1811 members Mstep: Class 6 contains 3492 members Mstep: Class 7 contains 9464 members Mstep: Class 8 contains 936 members Mstep: Class 9 contains 6088 members Mstep: Class 10 contains 4534 members Mstep: Class 11 contains 8259 members Mstep: Class 12 contains 1850 members Mstep: Class 13 contains 2210 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1471 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22841 members Mstep: Class 21 contains 1043 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 7253 members Mstep: Class 24 contains 1907 members Mstep: Class 25 contains 1131 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 937 members Mstep: Class 28 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8158254.000000 Penalty: 51787.410156 Iteration 68Q: 29 clusters Score -8158254 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 911 members Mstep: Class 5 contains 1824 members Mstep: Class 6 contains 3457 members Mstep: Class 7 contains 9464 members Mstep: Class 8 contains 953 members Mstep: Class 9 contains 6087 members Mstep: Class 10 contains 4533 members Mstep: Class 11 contains 8259 members Mstep: Class 12 contains 1850 members Mstep: Class 13 contains 2210 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1461 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22837 members Mstep: Class 21 contains 1044 members Mstep: Class 22 contains 301 members Mstep: Class 23 contains 7253 members Mstep: Class 24 contains 1906 members Mstep: Class 25 contains 1132 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 937 members Mstep: Class 28 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8158329.000000 Penalty: 51787.410156 Iteration 69Q: 29 clusters Score -8158329 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1611 members Mstep: Class 4 contains 923 members Mstep: Class 5 contains 1842 members Mstep: Class 6 contains 3430 members Mstep: Class 7 contains 9466 members Mstep: Class 8 contains 966 members Mstep: Class 9 contains 6087 members Mstep: Class 10 contains 4535 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1849 members Mstep: Class 13 contains 2210 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1447 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22835 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 299 members Mstep: Class 23 contains 7254 members Mstep: Class 24 contains 1906 members Mstep: Class 25 contains 1131 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 937 members Mstep: Class 28 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -8158414.500000 Penalty: 51787.410156 Iteration 70Q: 29 clusters Score -8158414 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 925 members Mstep: Class 5 contains 1873 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 9467 members Mstep: Class 8 contains 972 members Mstep: Class 9 contains 6087 members Mstep: Class 10 contains 4538 members Mstep: Class 11 contains 8262 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 2209 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1425 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22839 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 302 members Mstep: Class 23 contains 7254 members Mstep: Class 24 contains 1906 members Mstep: Class 25 contains 1129 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 938 members Mstep: Class 28 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -8158500.500000 Penalty: 51787.410156 Iteration 71Q: 29 clusters Score -8158500 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1613 members Mstep: Class 4 contains 934 members Mstep: Class 5 contains 1905 members Mstep: Class 6 contains 3377 members Mstep: Class 7 contains 9467 members Mstep: Class 8 contains 980 members Mstep: Class 9 contains 6087 members Mstep: Class 10 contains 4540 members Mstep: Class 11 contains 8264 members Mstep: Class 12 contains 1844 members Mstep: Class 13 contains 2206 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1405 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22837 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 304 members Mstep: Class 23 contains 7254 members Mstep: Class 24 contains 1907 members Mstep: Class 25 contains 1130 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 938 members Mstep: Class 28 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -8158568.500000 Penalty: 51787.410156 Iteration 72Q: 29 clusters Score -8158568 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1615 members Mstep: Class 4 contains 952 members Mstep: Class 5 contains 1916 members Mstep: Class 6 contains 3352 members Mstep: Class 7 contains 9465 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 6088 members Mstep: Class 10 contains 4539 members Mstep: Class 11 contains 8262 members Mstep: Class 12 contains 1843 members Mstep: Class 13 contains 2206 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1393 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22835 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 307 members Mstep: Class 23 contains 7254 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1135 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -8158624.000000 Penalty: 51787.410156 Iteration 73Q: 29 clusters Score -8158624 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1617 members Mstep: Class 4 contains 963 members Mstep: Class 5 contains 1923 members Mstep: Class 6 contains 3326 members Mstep: Class 7 contains 9465 members Mstep: Class 8 contains 994 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4543 members Mstep: Class 11 contains 8262 members Mstep: Class 12 contains 1841 members Mstep: Class 13 contains 2206 members Mstep: Class 14 contains 911 members Mstep: Class 15 contains 1383 members Mstep: Class 16 contains 933 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22834 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 305 members Mstep: Class 23 contains 7254 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1138 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -8158699.000000 Penalty: 51787.410156 Iteration 74Q: 29 clusters Score -8158699 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1620 members Mstep: Class 4 contains 968 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3302 members Mstep: Class 7 contains 9465 members Mstep: Class 8 contains 998 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4545 members Mstep: Class 11 contains 8262 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2208 members Mstep: Class 14 contains 913 members Mstep: Class 15 contains 1377 members Mstep: Class 16 contains 933 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22831 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 307 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1137 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -8158732.000000 Penalty: 51787.410156 Iteration 75Q: 29 clusters Score -8158732 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1621 members Mstep: Class 4 contains 972 members Mstep: Class 5 contains 1943 members Mstep: Class 6 contains 3279 members Mstep: Class 7 contains 9466 members Mstep: Class 8 contains 998 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4551 members Mstep: Class 11 contains 8262 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2208 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1374 members Mstep: Class 16 contains 933 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 22833 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 312 members Mstep: Class 23 contains 7255 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1137 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 940 members Mstep: Class 28 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -8158766.500000 Penalty: 51787.410156 Iteration 76Q: 29 clusters Score -8158766 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1621 members Mstep: Class 4 contains 984 members Mstep: Class 5 contains 1938 members Mstep: Class 6 contains 3267 members Mstep: Class 7 contains 9466 members Mstep: Class 8 contains 997 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4554 members Mstep: Class 11 contains 8262 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2208 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1372 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 22833 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 315 members Mstep: Class 23 contains 7254 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1138 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 941 members Mstep: Class 28 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -8158786.500000 Penalty: 51787.410156 Iteration 77Q: 29 clusters Score -8158786 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 995 members Mstep: Class 5 contains 1933 members Mstep: Class 6 contains 3254 members Mstep: Class 7 contains 9466 members Mstep: Class 8 contains 998 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4558 members Mstep: Class 11 contains 8261 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2207 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 22833 members Mstep: Class 21 contains 1043 members Mstep: Class 22 contains 315 members Mstep: Class 23 contains 7255 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1142 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -8158836.500000 Penalty: 51787.410156 Iteration 78Q: 29 clusters Score -8158836 nChanged 45 Entering ConstructFrom: Score: -8158836.500000 Penalty: 51787.410156 Entering ConstructFrom: Trying to split cluster 1 (515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Entering Unmasked Estep Score: -43382.980469 Penalty: 1014.677124 Iteration 0F: 2 clusters Score -43382.98 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 262 members Entering Unmasked Estep Score: -42331.363281 Penalty: 2029.354248 Iteration 0F: 3 clusters Score -42331.36 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -42577.140625 Penalty: 2029.354248 Iteration 1F: 3 clusters Score -42577.14 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -42738.734375 Penalty: 2029.354248 Iteration 2F: 3 clusters Score -42738.73 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -42883.238281 Penalty: 2029.354248 Iteration 3F: 3 clusters Score -42883.24 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -42981.859375 Penalty: 2029.354248 Iteration 4F: 3 clusters Score -42981.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -43129.476562 Penalty: 2029.354248 Iteration 5Q: 3 clusters Score -43129.48 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -43270.492188 Penalty: 2029.354248 Iteration 6F: 3 clusters Score -43270.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -43352.128906 Penalty: 2029.354248 Iteration 7Q: 3 clusters Score -43352.13 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -43407.554688 Penalty: 2029.354248 Iteration 8Q: 3 clusters Score -43407.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -43449.578125 Penalty: 2029.354248 Iteration 9Q: 3 clusters Score -43449.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -43485.328125 Penalty: 2029.354248 Iteration 10Q: 3 clusters Score -43485.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -43524.730469 Penalty: 2029.354248 Iteration 11Q: 3 clusters Score -43524.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -43552.710938 Penalty: 2029.354248 Iteration 12Q: 3 clusters Score -43552.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -43570.648438 Penalty: 2029.354248 Iteration 13Q: 3 clusters Score -43570.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -43579.523438 Penalty: 2029.354248 Iteration 14Q: 3 clusters Score -43579.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -43595.242188 Penalty: 2029.354248 Iteration 15Q: 3 clusters Score -43595.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -43604.625000 Penalty: 2029.354248 Iteration 16Q: 3 clusters Score -43604.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -43609.359375 Penalty: 2029.354248 Iteration 17Q: 3 clusters Score -43609.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -43610.964844 Penalty: 2029.354248 Iteration 18Q: 3 clusters Score -43610.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -43610.964844 Penalty: 2029.354248 Iteration 19F: 3 clusters Score -43610.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 9468 members Mstep: Class 8 contains 995 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2209 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22834 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Mstep: Class 29 contains 252 members Entering Unmasked Estep Score: -8158250.000000 Penalty: 53636.960938 Splitting cluster 1 changes total score from -8158836.500000 to -8158250.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Entering Unmasked Estep Score: -169754.093750 Penalty: 1208.641724 Iteration 0F: 2 clusters Score -169754.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -167859.437500 Penalty: 2417.283447 Iteration 0F: 3 clusters Score -167859.4 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -168208.093750 Penalty: 2417.283447 Iteration 1F: 3 clusters Score -168208.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -168304.093750 Penalty: 2417.283447 Iteration 2F: 3 clusters Score -168304.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -168356.265625 Penalty: 2417.283447 Iteration 3Q: 3 clusters Score -168356.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -168403.046875 Penalty: 2417.283447 Iteration 4Q: 3 clusters Score -168403 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -168419.890625 Penalty: 2417.283447 Iteration 5Q: 3 clusters Score -168419.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -168432.937500 Penalty: 2417.283447 Iteration 6Q: 3 clusters Score -168432.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -168440.375000 Penalty: 2417.283447 Iteration 7Q: 3 clusters Score -168440.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -168453.953125 Penalty: 2417.283447 Iteration 8Q: 3 clusters Score -168454 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -168468.640625 Penalty: 2417.283447 Iteration 9Q: 3 clusters Score -168468.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -168479.890625 Penalty: 2417.283447 Iteration 10Q: 3 clusters Score -168479.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -168491.343750 Penalty: 2417.283447 Iteration 11Q: 3 clusters Score -168491.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -168498.906250 Penalty: 2417.283447 Iteration 12Q: 3 clusters Score -168498.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -168505.453125 Penalty: 2417.283447 Iteration 13Q: 3 clusters Score -168505.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -168508.828125 Penalty: 2417.283447 Iteration 14Q: 3 clusters Score -168508.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -168514.015625 Penalty: 2417.283447 Iteration 15Q: 3 clusters Score -168514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -168516.265625 Penalty: 2417.283447 Iteration 16Q: 3 clusters Score -168516.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -168518.593750 Penalty: 2417.283447 Iteration 17Q: 3 clusters Score -168518.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -168520.359375 Penalty: 2417.283447 Iteration 18Q: 3 clusters Score -168520.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -168524.671875 Penalty: 2417.283447 Iteration 19Q: 3 clusters Score -168524.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -168526.437500 Penalty: 2417.283447 Iteration 20F: 3 clusters Score -168526.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -168527.484375 Penalty: 2417.283447 Iteration 21Q: 3 clusters Score -168527.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -168528.109375 Penalty: 2417.283447 Iteration 22Q: 3 clusters Score -168528.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -168528.109375 Penalty: 2417.283447 Iteration 23F: 3 clusters Score -168528.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Entering Unmasked Estep Score: -158442.250000 Penalty: 1201.205200 Iteration 0F: 2 clusters Score -158442.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -156633.656250 Penalty: 2402.410400 Iteration 0F: 3 clusters Score -156633.7 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -156990.812500 Penalty: 2402.410400 Iteration 1F: 3 clusters Score -156990.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -157133.781250 Penalty: 2402.410400 Iteration 2F: 3 clusters Score -157133.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -157272.312500 Penalty: 2402.410400 Iteration 3F: 3 clusters Score -157272.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -157397.625000 Penalty: 2402.410400 Iteration 4F: 3 clusters Score -157397.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -157489.609375 Penalty: 2402.410400 Iteration 5F: 3 clusters Score -157489.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -157577.156250 Penalty: 2402.410400 Iteration 6Q: 3 clusters Score -157577.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -157688.593750 Penalty: 2402.410400 Iteration 7Q: 3 clusters Score -157688.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -157809.343750 Penalty: 2402.410400 Iteration 8F: 3 clusters Score -157809.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -157905.234375 Penalty: 2402.410400 Iteration 9Q: 3 clusters Score -157905.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -157961.968750 Penalty: 2402.410400 Iteration 10Q: 3 clusters Score -157962 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -158017.078125 Penalty: 2402.410400 Iteration 11Q: 3 clusters Score -158017.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -158046.359375 Penalty: 2402.410400 Iteration 12Q: 3 clusters Score -158046.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -158078.234375 Penalty: 2402.410400 Iteration 13Q: 3 clusters Score -158078.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -158100.531250 Penalty: 2402.410400 Iteration 14Q: 3 clusters Score -158100.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -158121.546875 Penalty: 2402.410400 Iteration 15Q: 3 clusters Score -158121.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -158137.328125 Penalty: 2402.410400 Iteration 16Q: 3 clusters Score -158137.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -158145.765625 Penalty: 2402.410400 Iteration 17Q: 3 clusters Score -158145.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -158152.546875 Penalty: 2402.410400 Iteration 18Q: 3 clusters Score -158152.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -158156.953125 Penalty: 2402.410400 Iteration 19Q: 3 clusters Score -158157 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -158160.250000 Penalty: 2402.410400 Iteration 20F: 3 clusters Score -158160.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -158164.375000 Penalty: 2402.410400 Iteration 21Q: 3 clusters Score -158164.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -158165.984375 Penalty: 2402.410400 Iteration 22Q: 3 clusters Score -158166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -158166.765625 Penalty: 2402.410400 Iteration 23Q: 3 clusters Score -158166.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -158166.765625 Penalty: 2402.410400 Iteration 24F: 3 clusters Score -158166.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Entering Unmasked Estep Score: -81983.515625 Penalty: 1122.347656 Iteration 0F: 2 clusters Score -81983.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -80657.687500 Penalty: 2244.695312 Iteration 0F: 3 clusters Score -80657.69 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -80998.226562 Penalty: 2244.695312 Iteration 1F: 3 clusters Score -80998.23 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -81135.140625 Penalty: 2244.695312 Iteration 2F: 3 clusters Score -81135.14 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -81235.242188 Penalty: 2244.695312 Iteration 3F: 3 clusters Score -81235.24 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -81308.796875 Penalty: 2244.695312 Iteration 4F: 3 clusters Score -81308.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -81350.609375 Penalty: 2244.695312 Iteration 5Q: 3 clusters Score -81350.61 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -81379.453125 Penalty: 2244.695312 Iteration 6Q: 3 clusters Score -81379.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -81398.031250 Penalty: 2244.695312 Iteration 7Q: 3 clusters Score -81398.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -81403.820312 Penalty: 2244.695312 Iteration 8Q: 3 clusters Score -81403.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -81404.867188 Penalty: 2244.695312 Iteration 9Q: 3 clusters Score -81404.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -81410.109375 Penalty: 2244.695312 Iteration 10Q: 3 clusters Score -81410.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -81413.242188 Penalty: 2244.695312 Iteration 11Q: 3 clusters Score -81413.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -81414.562500 Penalty: 2244.695312 Iteration 12Q: 3 clusters Score -81414.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -81414.562500 Penalty: 2244.695312 Iteration 13F: 3 clusters Score -81414.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Entering Unmasked Estep Score: -180778.343750 Penalty: 1229.861694 Iteration 0F: 2 clusters Score -180778.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -178735.312500 Penalty: 2459.723389 Iteration 0F: 3 clusters Score -178735.3 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -179303.218750 Penalty: 2459.723389 Iteration 1F: 3 clusters Score -179303.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -179627.671875 Penalty: 2459.723389 Iteration 2F: 3 clusters Score -179627.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -180139.843750 Penalty: 2459.723389 Iteration 3F: 3 clusters Score -180139.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -180748.625000 Penalty: 2459.723389 Iteration 4F: 3 clusters Score -180748.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -181035.609375 Penalty: 2459.723389 Iteration 5F: 3 clusters Score -181035.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -181107.421875 Penalty: 2459.723389 Iteration 6Q: 3 clusters Score -181107.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -181126.984375 Penalty: 2459.723389 Iteration 7Q: 3 clusters Score -181127 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -181140.265625 Penalty: 2459.723389 Iteration 8Q: 3 clusters Score -181140.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -181145.656250 Penalty: 2459.723389 Iteration 9Q: 3 clusters Score -181145.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -181153.359375 Penalty: 2459.723389 Iteration 10Q: 3 clusters Score -181153.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -181156.656250 Penalty: 2459.723389 Iteration 11Q: 3 clusters Score -181156.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -181158.593750 Penalty: 2459.723389 Iteration 12Q: 3 clusters Score -181158.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -181159.718750 Penalty: 2459.723389 Iteration 13Q: 3 clusters Score -181159.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -181159.718750 Penalty: 2459.723389 Iteration 14F: 3 clusters Score -181159.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 928 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 9468 members Mstep: Class 8 contains 995 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2209 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22834 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Mstep: Class 29 contains 1008 members Entering Unmasked Estep Score: -8158617.500000 Penalty: 53636.960938 Splitting cluster 5 changes total score from -8158836.500000 to -8158617.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (3242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Entering Unmasked Estep Score: -315210.281250 Penalty: 1313.641113 Iteration 0F: 2 clusters Score -315210.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -312400.718750 Penalty: 2627.282227 Iteration 0F: 3 clusters Score -312400.7 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -313220.875000 Penalty: 2627.282227 Iteration 1F: 3 clusters Score -313220.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -313493.843750 Penalty: 2627.282227 Iteration 2F: 3 clusters Score -313493.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -313734.406250 Penalty: 2627.282227 Iteration 3F: 3 clusters Score -313734.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -313976.937500 Penalty: 2627.282227 Iteration 4F: 3 clusters Score -313976.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -314141.343750 Penalty: 2627.282227 Iteration 5F: 3 clusters Score -314141.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -314260.000000 Penalty: 2627.282227 Iteration 6Q: 3 clusters Score -314260 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -314351.031250 Penalty: 2627.282227 Iteration 7Q: 3 clusters Score -314351 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -314425.218750 Penalty: 2627.282227 Iteration 8Q: 3 clusters Score -314425.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -314487.093750 Penalty: 2627.282227 Iteration 9Q: 3 clusters Score -314487.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -314547.968750 Penalty: 2627.282227 Iteration 10Q: 3 clusters Score -314548 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -314601.312500 Penalty: 2627.282227 Iteration 11Q: 3 clusters Score -314601.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -314631.906250 Penalty: 2627.282227 Iteration 12Q: 3 clusters Score -314631.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -314661.843750 Penalty: 2627.282227 Iteration 13Q: 3 clusters Score -314661.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -314690.375000 Penalty: 2627.282227 Iteration 14Q: 3 clusters Score -314690.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -314709.531250 Penalty: 2627.282227 Iteration 15Q: 3 clusters Score -314709.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -314722.156250 Penalty: 2627.282227 Iteration 16Q: 3 clusters Score -314722.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -314728.937500 Penalty: 2627.282227 Iteration 17Q: 3 clusters Score -314728.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -314736.312500 Penalty: 2627.282227 Iteration 18Q: 3 clusters Score -314736.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -314743.937500 Penalty: 2627.282227 Iteration 19Q: 3 clusters Score -314743.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -314749.968750 Penalty: 2627.282227 Iteration 20F: 3 clusters Score -314750 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -314752.906250 Penalty: 2627.282227 Iteration 21Q: 3 clusters Score -314752.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -314756.531250 Penalty: 2627.282227 Iteration 22Q: 3 clusters Score -314756.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -314757.562500 Penalty: 2627.282227 Iteration 23Q: 3 clusters Score -314757.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -314757.375000 Penalty: 2627.282227 Iteration 24Q: 3 clusters Score -314757.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -314757.375000 Penalty: 2627.282227 Iteration 25F: 3 clusters Score -314757.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9468 members Entering Unmasked Estep Score: -933010.000000 Penalty: 1487.796875 Iteration 0F: 2 clusters Score -933010 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -926272.687500 Penalty: 2975.593750 Iteration 0F: 3 clusters Score -926272.7 nChanged 3984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -928452.437500 Penalty: 2975.593750 Iteration 1F: 3 clusters Score -928452.4 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -928799.812500 Penalty: 2975.593750 Iteration 2F: 3 clusters Score -928799.8 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -929290.250000 Penalty: 2975.593750 Iteration 3F: 3 clusters Score -929290.2 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -930083.375000 Penalty: 2975.593750 Iteration 4F: 3 clusters Score -930083.4 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -931139.375000 Penalty: 2975.593750 Iteration 5F: 3 clusters Score -931139.4 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -932166.625000 Penalty: 2975.593750 Iteration 6F: 3 clusters Score -932166.6 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -932934.937500 Penalty: 2975.593750 Iteration 7F: 3 clusters Score -932934.9 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -933567.500000 Penalty: 2975.593750 Iteration 8Q: 3 clusters Score -933567.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -934010.000000 Penalty: 2975.593750 Iteration 9Q: 3 clusters Score -934010 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -934251.500000 Penalty: 2975.593750 Iteration 10Q: 3 clusters Score -934251.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -934374.125000 Penalty: 2975.593750 Iteration 11Q: 3 clusters Score -934374.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -934431.375000 Penalty: 2975.593750 Iteration 12Q: 3 clusters Score -934431.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -934473.875000 Penalty: 2975.593750 Iteration 13Q: 3 clusters Score -934473.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -934499.375000 Penalty: 2975.593750 Iteration 14Q: 3 clusters Score -934499.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -934505.000000 Penalty: 2975.593750 Iteration 15Q: 3 clusters Score -934505 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -934512.812500 Penalty: 2975.593750 Iteration 16Q: 3 clusters Score -934512.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -934517.625000 Penalty: 2975.593750 Iteration 17Q: 3 clusters Score -934517.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -934517.937500 Penalty: 2975.593750 Iteration 18Q: 3 clusters Score -934517.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -934518.625000 Penalty: 2975.593750 Iteration 19Q: 3 clusters Score -934518.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -934518.625000 Penalty: 2975.593750 Iteration 20F: 3 clusters Score -934518.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 8334 members Mstep: Class 8 contains 995 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2209 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22834 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Mstep: Class 29 contains 1134 members Entering Unmasked Estep Score: -8159984.500000 Penalty: 53636.960938 Splitting cluster 7 changes total score from -8158836.500000 to -8159984.500000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 8 (995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Entering Unmasked Estep Score: -95664.609375 Penalty: 1121.695679 Iteration 0F: 2 clusters Score -95664.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -94202.203125 Penalty: 2243.391357 Iteration 0F: 3 clusters Score -94202.2 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -94603.132812 Penalty: 2243.391357 Iteration 1F: 3 clusters Score -94603.13 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -94994.367188 Penalty: 2243.391357 Iteration 2F: 3 clusters Score -94994.37 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -95387.992188 Penalty: 2243.391357 Iteration 3F: 3 clusters Score -95387.99 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -95753.210938 Penalty: 2243.391357 Iteration 4F: 3 clusters Score -95753.21 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -95970.546875 Penalty: 2243.391357 Iteration 5F: 3 clusters Score -95970.55 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -96045.414062 Penalty: 2243.391357 Iteration 6Q: 3 clusters Score -96045.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -96097.367188 Penalty: 2243.391357 Iteration 7Q: 3 clusters Score -96097.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -96149.468750 Penalty: 2243.391357 Iteration 8Q: 3 clusters Score -96149.47 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -96188.484375 Penalty: 2243.391357 Iteration 9Q: 3 clusters Score -96188.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -96208.828125 Penalty: 2243.391357 Iteration 10Q: 3 clusters Score -96208.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -96227.875000 Penalty: 2243.391357 Iteration 11Q: 3 clusters Score -96227.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -96233.039062 Penalty: 2243.391357 Iteration 12Q: 3 clusters Score -96233.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -96239.914062 Penalty: 2243.391357 Iteration 13Q: 3 clusters Score -96239.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -96244.320312 Penalty: 2243.391357 Iteration 14Q: 3 clusters Score -96244.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -96245.289062 Penalty: 2243.391357 Iteration 15Q: 3 clusters Score -96245.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -96245.289062 Penalty: 2243.391357 Iteration 16F: 3 clusters Score -96245.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 8334 members Mstep: Class 8 contains 614 members Mstep: Class 9 contains 6089 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2209 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22834 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Mstep: Class 29 contains 1134 members Mstep: Class 30 contains 381 members Entering Unmasked Estep Score: -8159843.000000 Penalty: 55486.511719 Splitting cluster 8 changes total score from -8158836.500000 to -8159843.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 9 (6089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Entering Unmasked Estep Score: -589630.062500 Penalty: 1416.063843 Iteration 0F: 2 clusters Score -589630.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -584988.375000 Penalty: 2832.127686 Iteration 0F: 3 clusters Score -584988.4 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -586628.250000 Penalty: 2832.127686 Iteration 1F: 3 clusters Score -586628.2 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -587099.062500 Penalty: 2832.127686 Iteration 2F: 3 clusters Score -587099.1 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -587481.312500 Penalty: 2832.127686 Iteration 3F: 3 clusters Score -587481.3 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -587780.937500 Penalty: 2832.127686 Iteration 4F: 3 clusters Score -587780.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -588066.062500 Penalty: 2832.127686 Iteration 5F: 3 clusters Score -588066.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -588385.687500 Penalty: 2832.127686 Iteration 6F: 3 clusters Score -588385.7 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -588686.562500 Penalty: 2832.127686 Iteration 7F: 3 clusters Score -588686.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -588979.625000 Penalty: 2832.127686 Iteration 8F: 3 clusters Score -588979.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -589259.750000 Penalty: 2832.127686 Iteration 9Q: 3 clusters Score -589259.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -589459.812500 Penalty: 2832.127686 Iteration 10Q: 3 clusters Score -589459.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -589565.062500 Penalty: 2832.127686 Iteration 11Q: 3 clusters Score -589565.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -589613.750000 Penalty: 2832.127686 Iteration 12Q: 3 clusters Score -589613.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -589628.187500 Penalty: 2832.127686 Iteration 13Q: 3 clusters Score -589628.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -589638.062500 Penalty: 2832.127686 Iteration 14Q: 3 clusters Score -589638.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -589644.312500 Penalty: 2832.127686 Iteration 15Q: 3 clusters Score -589644.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -589645.750000 Penalty: 2832.127686 Iteration 16Q: 3 clusters Score -589645.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -589648.187500 Penalty: 2832.127686 Iteration 17Q: 3 clusters Score -589648.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -589649.250000 Penalty: 2832.127686 Iteration 18Q: 3 clusters Score -589649.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -589648.937500 Penalty: 2832.127686 Iteration 19Q: 3 clusters Score -589648.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -589649.562500 Penalty: 2832.127686 Iteration 20F: 3 clusters Score -589649.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 8334 members Mstep: Class 8 contains 614 members Mstep: Class 9 contains 2687 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 2209 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22834 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Mstep: Class 29 contains 1134 members Mstep: Class 30 contains 381 members Mstep: Class 31 contains 3402 members Entering Unmasked Estep Score: -8159427.000000 Penalty: 57336.062500 Splitting cluster 9 changes total score from -8158836.500000 to -8159427.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 10 (4561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Entering Unmasked Estep Score: -453017.343750 Penalty: 1369.110718 Iteration 0F: 2 clusters Score -453017.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -449308.656250 Penalty: 2738.221436 Iteration 0F: 3 clusters Score -449308.7 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -450393.250000 Penalty: 2738.221436 Iteration 1F: 3 clusters Score -450393.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -450596.562500 Penalty: 2738.221436 Iteration 2F: 3 clusters Score -450596.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -450751.750000 Penalty: 2738.221436 Iteration 3F: 3 clusters Score -450751.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -450916.156250 Penalty: 2738.221436 Iteration 4Q: 3 clusters Score -450916.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -451099.625000 Penalty: 2738.221436 Iteration 5F: 3 clusters Score -451099.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -451289.937500 Penalty: 2738.221436 Iteration 6F: 3 clusters Score -451289.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -451491.375000 Penalty: 2738.221436 Iteration 7F: 3 clusters Score -451491.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -451660.437500 Penalty: 2738.221436 Iteration 8Q: 3 clusters Score -451660.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -451801.000000 Penalty: 2738.221436 Iteration 9Q: 3 clusters Score -451801 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -451914.375000 Penalty: 2738.221436 Iteration 10Q: 3 clusters Score -451914.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -452012.562500 Penalty: 2738.221436 Iteration 11Q: 3 clusters Score -452012.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -452090.125000 Penalty: 2738.221436 Iteration 12Q: 3 clusters Score -452090.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -452144.062500 Penalty: 2738.221436 Iteration 13Q: 3 clusters Score -452144.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -452195.437500 Penalty: 2738.221436 Iteration 14Q: 3 clusters Score -452195.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -452245.375000 Penalty: 2738.221436 Iteration 15Q: 3 clusters Score -452245.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -452299.000000 Penalty: 2738.221436 Iteration 16Q: 3 clusters Score -452299 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -452348.812500 Penalty: 2738.221436 Iteration 17Q: 3 clusters Score -452348.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -452390.562500 Penalty: 2738.221436 Iteration 18Q: 3 clusters Score -452390.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -452435.062500 Penalty: 2738.221436 Iteration 19Q: 3 clusters Score -452435.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -452460.375000 Penalty: 2738.221436 Iteration 20F: 3 clusters Score -452460.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -452477.593750 Penalty: 2738.221436 Iteration 21Q: 3 clusters Score -452477.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -452490.156250 Penalty: 2738.221436 Iteration 22Q: 3 clusters Score -452490.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -452499.843750 Penalty: 2738.221436 Iteration 23Q: 3 clusters Score -452499.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -452510.093750 Penalty: 2738.221436 Iteration 24Q: 3 clusters Score -452510.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -452518.218750 Penalty: 2738.221436 Iteration 25Q: 3 clusters Score -452518.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -452521.156250 Penalty: 2738.221436 Iteration 26Q: 3 clusters Score -452521.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -452521.468750 Penalty: 2738.221436 Iteration 27Q: 3 clusters Score -452521.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -452521.781250 Penalty: 2738.221436 Iteration 28Q: 3 clusters Score -452521.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -452522.812500 Penalty: 2738.221436 Iteration 29Q: 3 clusters Score -452522.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -452522.812500 Penalty: 2738.221436 Iteration 30F: 3 clusters Score -452522.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Entering Unmasked Estep Score: -816087.937500 Penalty: 1465.616821 Iteration 0F: 2 clusters Score -816087.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -810025.500000 Penalty: 2931.233643 Iteration 0F: 3 clusters Score -810025.5 nChanged 3468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -811886.312500 Penalty: 2931.233643 Iteration 1F: 3 clusters Score -811886.3 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -812122.062500 Penalty: 2931.233643 Iteration 2F: 3 clusters Score -812122.1 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -812302.937500 Penalty: 2931.233643 Iteration 3Q: 3 clusters Score -812302.9 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -812466.500000 Penalty: 2931.233643 Iteration 4Q: 3 clusters Score -812466.5 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -812641.062500 Penalty: 2931.233643 Iteration 5Q: 3 clusters Score -812641.1 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -812847.125000 Penalty: 2931.233643 Iteration 6Q: 3 clusters Score -812847.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -813093.750000 Penalty: 2931.233643 Iteration 7Q: 3 clusters Score -813093.8 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -813391.625000 Penalty: 2931.233643 Iteration 8F: 3 clusters Score -813391.6 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -813708.812500 Penalty: 2931.233643 Iteration 9Q: 3 clusters Score -813708.8 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -814064.687500 Penalty: 2931.233643 Iteration 10Q: 3 clusters Score -814064.7 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -814354.437500 Penalty: 2931.233643 Iteration 11Q: 3 clusters Score -814354.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -814555.562500 Penalty: 2931.233643 Iteration 12Q: 3 clusters Score -814555.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -814683.187500 Penalty: 2931.233643 Iteration 13Q: 3 clusters Score -814683.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -814751.375000 Penalty: 2931.233643 Iteration 14Q: 3 clusters Score -814751.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -814797.187500 Penalty: 2931.233643 Iteration 15Q: 3 clusters Score -814797.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -814822.062500 Penalty: 2931.233643 Iteration 16Q: 3 clusters Score -814822.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -814838.625000 Penalty: 2931.233643 Iteration 17Q: 3 clusters Score -814838.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -814856.937500 Penalty: 2931.233643 Iteration 18Q: 3 clusters Score -814856.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -814865.937500 Penalty: 2931.233643 Iteration 19Q: 3 clusters Score -814865.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -814873.750000 Penalty: 2931.233643 Iteration 20F: 3 clusters Score -814873.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -814880.812500 Penalty: 2931.233643 Iteration 21Q: 3 clusters Score -814880.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -814880.562500 Penalty: 2931.233643 Iteration 22Q: 3 clusters Score -814880.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -814883.062500 Penalty: 2931.233643 Iteration 23Q: 3 clusters Score -814883.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -814887.062500 Penalty: 2931.233643 Iteration 24Q: 3 clusters Score -814887.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -814888.375000 Penalty: 2931.233643 Iteration 25Q: 3 clusters Score -814888.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -814888.375000 Penalty: 2931.233643 Iteration 26F: 3 clusters Score -814888.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Entering Unmasked Estep Score: -177221.703125 Penalty: 1221.773682 Iteration 0F: 2 clusters Score -177221.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -175248.671875 Penalty: 2443.547363 Iteration 0F: 3 clusters Score -175248.7 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -175726.515625 Penalty: 2443.547363 Iteration 1F: 3 clusters Score -175726.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -175886.828125 Penalty: 2443.547363 Iteration 2F: 3 clusters Score -175886.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -175978.468750 Penalty: 2443.547363 Iteration 3F: 3 clusters Score -175978.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -176078.906250 Penalty: 2443.547363 Iteration 4F: 3 clusters Score -176078.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -176203.906250 Penalty: 2443.547363 Iteration 5Q: 3 clusters Score -176203.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -176360.859375 Penalty: 2443.547363 Iteration 6F: 3 clusters Score -176360.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -176561.093750 Penalty: 2443.547363 Iteration 7F: 3 clusters Score -176561.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -176734.015625 Penalty: 2443.547363 Iteration 8Q: 3 clusters Score -176734 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -176841.093750 Penalty: 2443.547363 Iteration 9Q: 3 clusters Score -176841.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -176903.218750 Penalty: 2443.547363 Iteration 10Q: 3 clusters Score -176903.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -176962.671875 Penalty: 2443.547363 Iteration 11Q: 3 clusters Score -176962.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -177049.609375 Penalty: 2443.547363 Iteration 12Q: 3 clusters Score -177049.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -177103.312500 Penalty: 2443.547363 Iteration 13Q: 3 clusters Score -177103.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -177121.250000 Penalty: 2443.547363 Iteration 14Q: 3 clusters Score -177121.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -177124.953125 Penalty: 2443.547363 Iteration 15Q: 3 clusters Score -177125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -177126.093750 Penalty: 2443.547363 Iteration 16Q: 3 clusters Score -177126.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -177126.093750 Penalty: 2443.547363 Iteration 17F: 3 clusters Score -177126.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Entering Unmasked Estep Score: -214664.234375 Penalty: 1251.297974 Iteration 0F: 2 clusters Score -214664.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -212437.421875 Penalty: 2502.595947 Iteration 0F: 3 clusters Score -212437.4 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -212970.812500 Penalty: 2502.595947 Iteration 1F: 3 clusters Score -212970.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -213283.062500 Penalty: 2502.595947 Iteration 2F: 3 clusters Score -213283.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -213478.500000 Penalty: 2502.595947 Iteration 3F: 3 clusters Score -213478.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -213623.953125 Penalty: 2502.595947 Iteration 4F: 3 clusters Score -213624 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -213748.921875 Penalty: 2502.595947 Iteration 5Q: 3 clusters Score -213748.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -213819.609375 Penalty: 2502.595947 Iteration 6Q: 3 clusters Score -213819.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -213883.640625 Penalty: 2502.595947 Iteration 7Q: 3 clusters Score -213883.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -213929.328125 Penalty: 2502.595947 Iteration 8Q: 3 clusters Score -213929.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -213963.640625 Penalty: 2502.595947 Iteration 9Q: 3 clusters Score -213963.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -213998.359375 Penalty: 2502.595947 Iteration 10Q: 3 clusters Score -213998.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -214032.062500 Penalty: 2502.595947 Iteration 11Q: 3 clusters Score -214032.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -214070.203125 Penalty: 2502.595947 Iteration 12Q: 3 clusters Score -214070.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -214108.500000 Penalty: 2502.595947 Iteration 13Q: 3 clusters Score -214108.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -214139.062500 Penalty: 2502.595947 Iteration 14Q: 3 clusters Score -214139.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -214166.171875 Penalty: 2502.595947 Iteration 15Q: 3 clusters Score -214166.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -214189.859375 Penalty: 2502.595947 Iteration 16Q: 3 clusters Score -214189.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -214224.281250 Penalty: 2502.595947 Iteration 17Q: 3 clusters Score -214224.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -214271.171875 Penalty: 2502.595947 Iteration 18Q: 3 clusters Score -214271.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -214334.562500 Penalty: 2502.595947 Iteration 19Q: 3 clusters Score -214334.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -214404.187500 Penalty: 2502.595947 Iteration 20F: 3 clusters Score -214404.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -214501.109375 Penalty: 2502.595947 Iteration 21Q: 3 clusters Score -214501.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -214615.984375 Penalty: 2502.595947 Iteration 22Q: 3 clusters Score -214616 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -214739.343750 Penalty: 2502.595947 Iteration 23Q: 3 clusters Score -214739.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -214817.796875 Penalty: 2502.595947 Iteration 24Q: 3 clusters Score -214817.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -214882.000000 Penalty: 2502.595947 Iteration 25Q: 3 clusters Score -214882 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -214920.546875 Penalty: 2502.595947 Iteration 26Q: 3 clusters Score -214920.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -214940.640625 Penalty: 2502.595947 Iteration 27Q: 3 clusters Score -214940.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -214948.671875 Penalty: 2502.595947 Iteration 28Q: 3 clusters Score -214948.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -214957.937500 Penalty: 2502.595947 Iteration 29Q: 3 clusters Score -214957.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -214975.093750 Penalty: 2502.595947 Iteration 30Q: 3 clusters Score -214975.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -214985.468750 Penalty: 2502.595947 Iteration 31Q: 3 clusters Score -214985.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -214989.671875 Penalty: 2502.595947 Iteration 32Q: 3 clusters Score -214989.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -214989.812500 Penalty: 2502.595947 Iteration 33Q: 3 clusters Score -214989.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -214990.156250 Penalty: 2502.595947 Iteration 34Q: 3 clusters Score -214990.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -214990.156250 Penalty: 2502.595947 Iteration 35F: 3 clusters Score -214990.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 8334 members Mstep: Class 8 contains 614 members Mstep: Class 9 contains 2687 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 1140 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22834 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Mstep: Class 29 contains 1134 members Mstep: Class 30 contains 381 members Mstep: Class 31 contains 3402 members Mstep: Class 32 contains 1069 members Entering Unmasked Estep Score: -8159150.000000 Penalty: 59185.613281 Splitting cluster 13 changes total score from -8158836.500000 to -8159150.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 14 (915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Entering Unmasked Estep Score: -89166.796875 Penalty: 1108.075195 Iteration 0F: 2 clusters Score -89166.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -87752.796875 Penalty: 2216.150391 Iteration 0F: 3 clusters Score -87752.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -87990.265625 Penalty: 2216.150391 Iteration 1F: 3 clusters Score -87990.27 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -88053.296875 Penalty: 2216.150391 Iteration 2F: 3 clusters Score -88053.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -88090.070312 Penalty: 2216.150391 Iteration 3Q: 3 clusters Score -88090.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -88117.570312 Penalty: 2216.150391 Iteration 4Q: 3 clusters Score -88117.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -88126.585938 Penalty: 2216.150391 Iteration 5Q: 3 clusters Score -88126.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -88129.570312 Penalty: 2216.150391 Iteration 6Q: 3 clusters Score -88129.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -88134.210938 Penalty: 2216.150391 Iteration 7Q: 3 clusters Score -88134.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -88137.265625 Penalty: 2216.150391 Iteration 8Q: 3 clusters Score -88137.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -88141.164062 Penalty: 2216.150391 Iteration 9Q: 3 clusters Score -88141.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -88142.765625 Penalty: 2216.150391 Iteration 10Q: 3 clusters Score -88142.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -88144.750000 Penalty: 2216.150391 Iteration 11Q: 3 clusters Score -88144.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -88146.890625 Penalty: 2216.150391 Iteration 12Q: 3 clusters Score -88146.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -88148.070312 Penalty: 2216.150391 Iteration 13Q: 3 clusters Score -88148.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -88148.453125 Penalty: 2216.150391 Iteration 14Q: 3 clusters Score -88148.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -88148.453125 Penalty: 2216.150391 Iteration 15F: 3 clusters Score -88148.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Entering Unmasked Estep Score: -119684.335938 Penalty: 1173.785522 Iteration 0F: 2 clusters Score -119684.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -118030.984375 Penalty: 2347.571045 Iteration 0F: 3 clusters Score -118031 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -118468.343750 Penalty: 2347.571045 Iteration 1F: 3 clusters Score -118468.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -118703.734375 Penalty: 2347.571045 Iteration 2F: 3 clusters Score -118703.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -118937.781250 Penalty: 2347.571045 Iteration 3F: 3 clusters Score -118937.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -119248.101562 Penalty: 2347.571045 Iteration 4F: 3 clusters Score -119248.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -119488.984375 Penalty: 2347.571045 Iteration 5F: 3 clusters Score -119489 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -119680.273438 Penalty: 2347.571045 Iteration 6F: 3 clusters Score -119680.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -119807.101562 Penalty: 2347.571045 Iteration 7Q: 3 clusters Score -119807.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -119908.476562 Penalty: 2347.571045 Iteration 8Q: 3 clusters Score -119908.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -119934.695312 Penalty: 2347.571045 Iteration 9Q: 3 clusters Score -119934.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -119952.281250 Penalty: 2347.571045 Iteration 10Q: 3 clusters Score -119952.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -119958.937500 Penalty: 2347.571045 Iteration 11Q: 3 clusters Score -119958.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -119964.312500 Penalty: 2347.571045 Iteration 12Q: 3 clusters Score -119964.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -119969.062500 Penalty: 2347.571045 Iteration 13Q: 3 clusters Score -119969.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -119973.320312 Penalty: 2347.571045 Iteration 14Q: 3 clusters Score -119973.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -119973.875000 Penalty: 2347.571045 Iteration 15Q: 3 clusters Score -119973.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -119974.007812 Penalty: 2347.571045 Iteration 16Q: 3 clusters Score -119974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -119974.007812 Penalty: 2347.571045 Iteration 17F: 3 clusters Score -119974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 8334 members Mstep: Class 8 contains 614 members Mstep: Class 9 contains 2687 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 1140 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 658 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 22834 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Mstep: Class 29 contains 1134 members Mstep: Class 30 contains 381 members Mstep: Class 31 contains 3402 members Mstep: Class 32 contains 1069 members Mstep: Class 33 contains 713 members Entering Unmasked Estep Score: -8158764.000000 Penalty: 61035.160156 Splitting cluster 15 changes total score from -8158836.500000 to -8158764.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (934 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Entering Unmasked Estep Score: -89146.664062 Penalty: 1111.414917 Iteration 0F: 2 clusters Score -89146.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -87737.742188 Penalty: 2222.829834 Iteration 0F: 3 clusters Score -87737.74 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -88005.054688 Penalty: 2222.829834 Iteration 1F: 3 clusters Score -88005.05 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -88092.460938 Penalty: 2222.829834 Iteration 2F: 3 clusters Score -88092.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -88128.320312 Penalty: 2222.829834 Iteration 3Q: 3 clusters Score -88128.32 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -88147.492188 Penalty: 2222.829834 Iteration 4Q: 3 clusters Score -88147.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -88166.328125 Penalty: 2222.829834 Iteration 5Q: 3 clusters Score -88166.33 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -88191.453125 Penalty: 2222.829834 Iteration 6Q: 3 clusters Score -88191.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -88213.515625 Penalty: 2222.829834 Iteration 7Q: 3 clusters Score -88213.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -88223.382812 Penalty: 2222.829834 Iteration 8Q: 3 clusters Score -88223.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -88232.117188 Penalty: 2222.829834 Iteration 9Q: 3 clusters Score -88232.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -88240.375000 Penalty: 2222.829834 Iteration 10Q: 3 clusters Score -88240.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -88249.523438 Penalty: 2222.829834 Iteration 11Q: 3 clusters Score -88249.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -88257.835938 Penalty: 2222.829834 Iteration 12Q: 3 clusters Score -88257.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -88281.046875 Penalty: 2222.829834 Iteration 13Q: 3 clusters Score -88281.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -88294.851562 Penalty: 2222.829834 Iteration 14Q: 3 clusters Score -88294.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -88304.890625 Penalty: 2222.829834 Iteration 15Q: 3 clusters Score -88304.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -88313.007812 Penalty: 2222.829834 Iteration 16Q: 3 clusters Score -88313.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -88314.593750 Penalty: 2222.829834 Iteration 17Q: 3 clusters Score -88314.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -88314.593750 Penalty: 2222.829834 Iteration 18F: 3 clusters Score -88314.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -76272.453125 Penalty: 1087.261841 Iteration 0F: 2 clusters Score -76272.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -74955.242188 Penalty: 2174.523682 Iteration 0F: 3 clusters Score -74955.24 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -75162.703125 Penalty: 2174.523682 Iteration 1F: 3 clusters Score -75162.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -75221.718750 Penalty: 2174.523682 Iteration 2F: 3 clusters Score -75221.72 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -75248.312500 Penalty: 2174.523682 Iteration 3Q: 3 clusters Score -75248.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -75263.898438 Penalty: 2174.523682 Iteration 4Q: 3 clusters Score -75263.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -75274.929688 Penalty: 2174.523682 Iteration 5Q: 3 clusters Score -75274.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -75278.828125 Penalty: 2174.523682 Iteration 6Q: 3 clusters Score -75278.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -75280.273438 Penalty: 2174.523682 Iteration 7Q: 3 clusters Score -75280.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -75282.070312 Penalty: 2174.523682 Iteration 8Q: 3 clusters Score -75282.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -75285.054688 Penalty: 2174.523682 Iteration 9Q: 3 clusters Score -75285.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -75288.703125 Penalty: 2174.523682 Iteration 10Q: 3 clusters Score -75288.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -75290.156250 Penalty: 2174.523682 Iteration 11Q: 3 clusters Score -75290.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -75290.156250 Penalty: 2174.523682 Iteration 12F: 3 clusters Score -75290.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -193284.968750 Penalty: 1229.020020 Iteration 0F: 2 clusters Score -193285 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -191217.781250 Penalty: 2458.040039 Iteration 0F: 3 clusters Score -191217.8 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -191642.625000 Penalty: 2458.040039 Iteration 1F: 3 clusters Score -191642.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -191834.640625 Penalty: 2458.040039 Iteration 2F: 3 clusters Score -191834.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -192033.562500 Penalty: 2458.040039 Iteration 3F: 3 clusters Score -192033.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -192168.953125 Penalty: 2458.040039 Iteration 4F: 3 clusters Score -192169 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -192265.703125 Penalty: 2458.040039 Iteration 5Q: 3 clusters Score -192265.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -192343.296875 Penalty: 2458.040039 Iteration 6Q: 3 clusters Score -192343.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -192400.609375 Penalty: 2458.040039 Iteration 7Q: 3 clusters Score -192400.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -192436.828125 Penalty: 2458.040039 Iteration 8Q: 3 clusters Score -192436.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -192457.859375 Penalty: 2458.040039 Iteration 9Q: 3 clusters Score -192457.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -192469.062500 Penalty: 2458.040039 Iteration 10Q: 3 clusters Score -192469.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -192477.406250 Penalty: 2458.040039 Iteration 11Q: 3 clusters Score -192477.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -192486.656250 Penalty: 2458.040039 Iteration 12Q: 3 clusters Score -192486.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -192489.796875 Penalty: 2458.040039 Iteration 13Q: 3 clusters Score -192489.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -192490.546875 Penalty: 2458.040039 Iteration 14Q: 3 clusters Score -192490.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -192490.546875 Penalty: 2458.040039 Iteration 15F: 3 clusters Score -192490.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Entering Unmasked Estep Score: -154328.078125 Penalty: 1199.494019 Iteration 0F: 2 clusters Score -154328.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -152488.531250 Penalty: 2398.988037 Iteration 0F: 3 clusters Score -152488.5 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -152910.687500 Penalty: 2398.988037 Iteration 1F: 3 clusters Score -152910.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -153202.250000 Penalty: 2398.988037 Iteration 2F: 3 clusters Score -153202.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -153361.781250 Penalty: 2398.988037 Iteration 3F: 3 clusters Score -153361.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -153480.265625 Penalty: 2398.988037 Iteration 4F: 3 clusters Score -153480.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -153577.281250 Penalty: 2398.988037 Iteration 5Q: 3 clusters Score -153577.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -153673.000000 Penalty: 2398.988037 Iteration 6Q: 3 clusters Score -153673 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -153779.640625 Penalty: 2398.988037 Iteration 7Q: 3 clusters Score -153779.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -153914.015625 Penalty: 2398.988037 Iteration 8Q: 3 clusters Score -153914 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -154087.765625 Penalty: 2398.988037 Iteration 9Q: 3 clusters Score -154087.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -154176.000000 Penalty: 2398.988037 Iteration 10Q: 3 clusters Score -154176 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -154210.890625 Penalty: 2398.988037 Iteration 11Q: 3 clusters Score -154210.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -154224.593750 Penalty: 2398.988037 Iteration 12Q: 3 clusters Score -154224.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -154227.796875 Penalty: 2398.988037 Iteration 13Q: 3 clusters Score -154227.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -154229.593750 Penalty: 2398.988037 Iteration 14Q: 3 clusters Score -154229.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -154230.062500 Penalty: 2398.988037 Iteration 15Q: 3 clusters Score -154230.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -154230.062500 Penalty: 2398.988037 Iteration 16F: 3 clusters Score -154230.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (22834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22834 members Entering Unmasked Estep Score: -2134108.750000 Penalty: 1630.850952 Iteration 0F: 2 clusters Score -2134109 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -2118714.000000 Penalty: 3261.701904 Iteration 0F: 3 clusters Score -2118714 nChanged 10368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -2124599.250000 Penalty: 3261.701904 Iteration 1F: 3 clusters Score -2124599 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -2125184.500000 Penalty: 3261.701904 Iteration 2F: 3 clusters Score -2125184 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -2125818.000000 Penalty: 3261.701904 Iteration 3F: 3 clusters Score -2125818 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -2126511.500000 Penalty: 3261.701904 Iteration 4F: 3 clusters Score -2126512 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -2127409.500000 Penalty: 3261.701904 Iteration 5F: 3 clusters Score -2127410 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -2129252.750000 Penalty: 3261.701904 Iteration 6F: 3 clusters Score -2129253 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10626 members Mstep: Class 2 contains 12208 members Entering Unmasked Estep Score: -2134062.500000 Penalty: 3261.701904 Iteration 7F: 3 clusters Score -2134062 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 13087 members Entering Unmasked Estep Score: -2137079.750000 Penalty: 3261.701904 Iteration 8F: 3 clusters Score -2137080 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 13939 members Entering Unmasked Estep Score: -2138113.750000 Penalty: 3261.701904 Iteration 9F: 3 clusters Score -2138114 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 14440 members Entering Unmasked Estep Score: -2138555.750000 Penalty: 3261.701904 Iteration 10Q: 3 clusters Score -2138556 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 14681 members Entering Unmasked Estep Score: -2138750.250000 Penalty: 3261.701904 Iteration 11Q: 3 clusters Score -2138750 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 14761 members Entering Unmasked Estep Score: -2138809.750000 Penalty: 3261.701904 Iteration 12Q: 3 clusters Score -2138810 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 14789 members Entering Unmasked Estep Score: -2138827.750000 Penalty: 3261.701904 Iteration 13Q: 3 clusters Score -2138828 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 14786 members Entering Unmasked Estep Score: -2138843.250000 Penalty: 3261.701904 Iteration 14Q: 3 clusters Score -2138843 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 14774 members Entering Unmasked Estep Score: -2138850.500000 Penalty: 3261.701904 Iteration 15Q: 3 clusters Score -2138850 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 14765 members Entering Unmasked Estep Score: -2138849.500000 Penalty: 3261.701904 Iteration 16Q: 3 clusters Score -2138850 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 14753 members Entering Unmasked Estep Score: -2138854.500000 Penalty: 3261.701904 Iteration 17Q: 3 clusters Score -2138854 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -2138856.750000 Penalty: 3261.701904 Iteration 18Q: 3 clusters Score -2138857 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -2138858.750000 Penalty: 3261.701904 Iteration 19Q: 3 clusters Score -2138859 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 14733 members Entering Unmasked Estep Score: -2138859.750000 Penalty: 3261.701904 Iteration 20F: 3 clusters Score -2138860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 14729 members Entering Unmasked Estep Score: -2138856.250000 Penalty: 3261.701904 Iteration 21Q: 3 clusters Score -2138856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -2138857.000000 Penalty: 3261.701904 Iteration 22Q: 3 clusters Score -2138857 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 14722 members Entering Unmasked Estep Score: -2138857.500000 Penalty: 3261.701904 Iteration 23Q: 3 clusters Score -2138858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Mstep: Class 2 contains 14720 members Entering Unmasked Estep Score: -2138857.500000 Penalty: 3261.701904 Iteration 24Q: 3 clusters Score -2138858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 14718 members Entering Unmasked Estep Score: -2138857.250000 Penalty: 3261.701904 Iteration 25Q: 3 clusters Score -2138857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 14717 members Entering Unmasked Estep Score: -2138857.250000 Penalty: 3261.701904 Iteration 26Q: 3 clusters Score -2138857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 14717 members Entering Unmasked Estep Score: -2138857.250000 Penalty: 3261.701904 Iteration 27F: 3 clusters Score -2138857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 8334 members Mstep: Class 8 contains 614 members Mstep: Class 9 contains 2687 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 1140 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 8117 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Mstep: Class 29 contains 1134 members Mstep: Class 30 contains 381 members Mstep: Class 31 contains 3402 members Mstep: Class 32 contains 1069 members Mstep: Class 33 contains 14717 members Entering Unmasked Estep Score: -8163710.000000 Penalty: 61035.160156 Splitting cluster 20 changes total score from -8158836.500000 to -8163710.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 21 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -102201.500000 Penalty: 1129.195801 Iteration 0F: 2 clusters Score -102201.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -100717.843750 Penalty: 2258.391602 Iteration 0F: 3 clusters Score -100717.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -100972.140625 Penalty: 2258.391602 Iteration 1F: 3 clusters Score -100972.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -101035.796875 Penalty: 2258.391602 Iteration 2F: 3 clusters Score -101035.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -101067.414062 Penalty: 2258.391602 Iteration 3Q: 3 clusters Score -101067.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -101094.476562 Penalty: 2258.391602 Iteration 4Q: 3 clusters Score -101094.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -101113.187500 Penalty: 2258.391602 Iteration 5Q: 3 clusters Score -101113.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -101123.484375 Penalty: 2258.391602 Iteration 6Q: 3 clusters Score -101123.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -101126.765625 Penalty: 2258.391602 Iteration 7Q: 3 clusters Score -101126.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -101130.343750 Penalty: 2258.391602 Iteration 8Q: 3 clusters Score -101130.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -101135.890625 Penalty: 2258.391602 Iteration 9Q: 3 clusters Score -101135.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -101141.875000 Penalty: 2258.391602 Iteration 10Q: 3 clusters Score -101141.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -101147.148438 Penalty: 2258.391602 Iteration 11Q: 3 clusters Score -101147.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -101149.125000 Penalty: 2258.391602 Iteration 12Q: 3 clusters Score -101149.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -101150.679688 Penalty: 2258.391602 Iteration 13Q: 3 clusters Score -101150.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -101150.820312 Penalty: 2258.391602 Iteration 14Q: 3 clusters Score -101150.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -101151.523438 Penalty: 2258.391602 Iteration 15Q: 3 clusters Score -101151.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -101151.695312 Penalty: 2258.391602 Iteration 16Q: 3 clusters Score -101151.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -101151.695312 Penalty: 2258.391602 Iteration 17F: 3 clusters Score -101151.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Entering Unmasked Estep Score: -24562.148438 Penalty: 935.308105 Iteration 0F: 2 clusters Score -24562.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -23751.337891 Penalty: 1870.616211 Iteration 0F: 3 clusters Score -23751.34 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -24010.224609 Penalty: 1870.616211 Iteration 1F: 3 clusters Score -24010.22 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -24096.195312 Penalty: 1870.616211 Iteration 2F: 3 clusters Score -24096.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24147.820312 Penalty: 1870.616211 Iteration 3Q: 3 clusters Score -24147.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -24181.775391 Penalty: 1870.616211 Iteration 4Q: 3 clusters Score -24181.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -24195.494141 Penalty: 1870.616211 Iteration 5Q: 3 clusters Score -24195.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -24199.402344 Penalty: 1870.616211 Iteration 6Q: 3 clusters Score -24199.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -24206.416016 Penalty: 1870.616211 Iteration 7Q: 3 clusters Score -24206.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -24229.085938 Penalty: 1870.616211 Iteration 8Q: 3 clusters Score -24229.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -24230.988281 Penalty: 1870.616211 Iteration 9Q: 3 clusters Score -24230.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -24232.244141 Penalty: 1870.616211 Iteration 10Q: 3 clusters Score -24232.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -24232.244141 Penalty: 1870.616211 Iteration 11F: 3 clusters Score -24232.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7256 members Entering Unmasked Estep Score: -708469.750000 Penalty: 1444.557373 Iteration 0F: 2 clusters Score -708469.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -703065.062500 Penalty: 2889.114746 Iteration 0F: 3 clusters Score -703065.1 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -704686.250000 Penalty: 2889.114746 Iteration 1F: 3 clusters Score -704686.2 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -704879.500000 Penalty: 2889.114746 Iteration 2F: 3 clusters Score -704879.5 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -705039.625000 Penalty: 2889.114746 Iteration 3Q: 3 clusters Score -705039.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -705184.250000 Penalty: 2889.114746 Iteration 4Q: 3 clusters Score -705184.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -705356.937500 Penalty: 2889.114746 Iteration 5Q: 3 clusters Score -705356.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -705560.062500 Penalty: 2889.114746 Iteration 6Q: 3 clusters Score -705560.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -705747.125000 Penalty: 2889.114746 Iteration 7Q: 3 clusters Score -705747.1 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -705909.250000 Penalty: 2889.114746 Iteration 8Q: 3 clusters Score -705909.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -706042.375000 Penalty: 2889.114746 Iteration 9Q: 3 clusters Score -706042.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -706165.375000 Penalty: 2889.114746 Iteration 10Q: 3 clusters Score -706165.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -706279.312500 Penalty: 2889.114746 Iteration 11Q: 3 clusters Score -706279.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -706374.625000 Penalty: 2889.114746 Iteration 12Q: 3 clusters Score -706374.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -706449.375000 Penalty: 2889.114746 Iteration 13Q: 3 clusters Score -706449.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -706500.375000 Penalty: 2889.114746 Iteration 14Q: 3 clusters Score -706500.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -706534.812500 Penalty: 2889.114746 Iteration 15Q: 3 clusters Score -706534.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -706560.187500 Penalty: 2889.114746 Iteration 16Q: 3 clusters Score -706560.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -706584.187500 Penalty: 2889.114746 Iteration 17Q: 3 clusters Score -706584.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -706605.375000 Penalty: 2889.114746 Iteration 18Q: 3 clusters Score -706605.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -706626.250000 Penalty: 2889.114746 Iteration 19Q: 3 clusters Score -706626.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -706660.750000 Penalty: 2889.114746 Iteration 20F: 3 clusters Score -706660.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -706703.937500 Penalty: 2889.114746 Iteration 21Q: 3 clusters Score -706703.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -706734.937500 Penalty: 2889.114746 Iteration 22Q: 3 clusters Score -706734.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -706762.187500 Penalty: 2889.114746 Iteration 23Q: 3 clusters Score -706762.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -706784.250000 Penalty: 2889.114746 Iteration 24Q: 3 clusters Score -706784.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -706807.875000 Penalty: 2889.114746 Iteration 25Q: 3 clusters Score -706807.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -706826.062500 Penalty: 2889.114746 Iteration 26Q: 3 clusters Score -706826.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -706839.000000 Penalty: 2889.114746 Iteration 27Q: 3 clusters Score -706839 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -706850.375000 Penalty: 2889.114746 Iteration 28Q: 3 clusters Score -706850.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -706860.625000 Penalty: 2889.114746 Iteration 29Q: 3 clusters Score -706860.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -706872.625000 Penalty: 2889.114746 Iteration 30Q: 3 clusters Score -706872.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -706880.875000 Penalty: 2889.114746 Iteration 31Q: 3 clusters Score -706880.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -706896.375000 Penalty: 2889.114746 Iteration 32Q: 3 clusters Score -706896.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -706910.562500 Penalty: 2889.114746 Iteration 33Q: 3 clusters Score -706910.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -706925.125000 Penalty: 2889.114746 Iteration 34Q: 3 clusters Score -706925.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -706941.500000 Penalty: 2889.114746 Iteration 35Q: 3 clusters Score -706941.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -706962.500000 Penalty: 2889.114746 Iteration 36Q: 3 clusters Score -706962.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -706980.375000 Penalty: 2889.114746 Iteration 37Q: 3 clusters Score -706980.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -706997.500000 Penalty: 2889.114746 Iteration 38Q: 3 clusters Score -706997.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -707004.062500 Penalty: 2889.114746 Iteration 39Q: 3 clusters Score -707004.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -707012.000000 Penalty: 2889.114746 Iteration 40F: 3 clusters Score -707012 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -707019.625000 Penalty: 2889.114746 Iteration 41Q: 3 clusters Score -707019.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -707027.500000 Penalty: 2889.114746 Iteration 42Q: 3 clusters Score -707027.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -707034.312500 Penalty: 2889.114746 Iteration 43Q: 3 clusters Score -707034.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -707038.875000 Penalty: 2889.114746 Iteration 44Q: 3 clusters Score -707038.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -707048.812500 Penalty: 2889.114746 Iteration 45Q: 3 clusters Score -707048.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -707053.125000 Penalty: 2889.114746 Iteration 46Q: 3 clusters Score -707053.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -707058.125000 Penalty: 2889.114746 Iteration 47Q: 3 clusters Score -707058.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -707063.375000 Penalty: 2889.114746 Iteration 48Q: 3 clusters Score -707063.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -707069.500000 Penalty: 2889.114746 Iteration 49Q: 3 clusters Score -707069.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -707079.375000 Penalty: 2889.114746 Iteration 50Q: 3 clusters Score -707079.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -707089.250000 Penalty: 2889.114746 Iteration 51Q: 3 clusters Score -707089.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -707099.125000 Penalty: 2889.114746 Iteration 52Q: 3 clusters Score -707099.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -707113.250000 Penalty: 2889.114746 Iteration 53Q: 3 clusters Score -707113.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -707124.562500 Penalty: 2889.114746 Iteration 54Q: 3 clusters Score -707124.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -707131.937500 Penalty: 2889.114746 Iteration 55Q: 3 clusters Score -707131.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -707138.437500 Penalty: 2889.114746 Iteration 56Q: 3 clusters Score -707138.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -707143.125000 Penalty: 2889.114746 Iteration 57Q: 3 clusters Score -707143.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -707147.000000 Penalty: 2889.114746 Iteration 58Q: 3 clusters Score -707147 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -707152.375000 Penalty: 2889.114746 Iteration 59Q: 3 clusters Score -707152.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -707163.375000 Penalty: 2889.114746 Iteration 60F: 3 clusters Score -707163.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -707174.625000 Penalty: 2889.114746 Iteration 61Q: 3 clusters Score -707174.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -707186.375000 Penalty: 2889.114746 Iteration 62Q: 3 clusters Score -707186.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -707198.000000 Penalty: 2889.114746 Iteration 63Q: 3 clusters Score -707198 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -707207.562500 Penalty: 2889.114746 Iteration 64Q: 3 clusters Score -707207.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -707218.437500 Penalty: 2889.114746 Iteration 65Q: 3 clusters Score -707218.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -707227.562500 Penalty: 2889.114746 Iteration 66Q: 3 clusters Score -707227.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -707240.937500 Penalty: 2889.114746 Iteration 67Q: 3 clusters Score -707240.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -707256.125000 Penalty: 2889.114746 Iteration 68Q: 3 clusters Score -707256.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -707268.375000 Penalty: 2889.114746 Iteration 69Q: 3 clusters Score -707268.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -707282.000000 Penalty: 2889.114746 Iteration 70Q: 3 clusters Score -707282 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -707297.437500 Penalty: 2889.114746 Iteration 71Q: 3 clusters Score -707297.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -707309.062500 Penalty: 2889.114746 Iteration 72Q: 3 clusters Score -707309.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -707318.750000 Penalty: 2889.114746 Iteration 73Q: 3 clusters Score -707318.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -707325.312500 Penalty: 2889.114746 Iteration 74Q: 3 clusters Score -707325.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -707337.062500 Penalty: 2889.114746 Iteration 75Q: 3 clusters Score -707337.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -707351.937500 Penalty: 2889.114746 Iteration 76Q: 3 clusters Score -707351.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -707367.375000 Penalty: 2889.114746 Iteration 77Q: 3 clusters Score -707367.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -707378.562500 Penalty: 2889.114746 Iteration 78Q: 3 clusters Score -707378.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -707386.500000 Penalty: 2889.114746 Iteration 79Q: 3 clusters Score -707386.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -707391.562500 Penalty: 2889.114746 Iteration 80F: 3 clusters Score -707391.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -707400.500000 Penalty: 2889.114746 Iteration 81Q: 3 clusters Score -707400.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -707410.187500 Penalty: 2889.114746 Iteration 82Q: 3 clusters Score -707410.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -707424.375000 Penalty: 2889.114746 Iteration 83Q: 3 clusters Score -707424.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -707433.375000 Penalty: 2889.114746 Iteration 84Q: 3 clusters Score -707433.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -707438.062500 Penalty: 2889.114746 Iteration 85Q: 3 clusters Score -707438.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -707443.875000 Penalty: 2889.114746 Iteration 86Q: 3 clusters Score -707443.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -707451.562500 Penalty: 2889.114746 Iteration 87Q: 3 clusters Score -707451.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -707455.125000 Penalty: 2889.114746 Iteration 88Q: 3 clusters Score -707455.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -707459.312500 Penalty: 2889.114746 Iteration 89Q: 3 clusters Score -707459.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -707461.187500 Penalty: 2889.114746 Iteration 90Q: 3 clusters Score -707461.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -707466.875000 Penalty: 2889.114746 Iteration 91Q: 3 clusters Score -707466.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -707471.875000 Penalty: 2889.114746 Iteration 92Q: 3 clusters Score -707471.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -707475.125000 Penalty: 2889.114746 Iteration 93Q: 3 clusters Score -707475.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -707480.312500 Penalty: 2889.114746 Iteration 94Q: 3 clusters Score -707480.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -707481.812500 Penalty: 2889.114746 Iteration 95Q: 3 clusters Score -707481.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -707482.125000 Penalty: 2889.114746 Iteration 96Q: 3 clusters Score -707482.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -707483.312500 Penalty: 2889.114746 Iteration 97Q: 3 clusters Score -707483.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -707483.750000 Penalty: 2889.114746 Iteration 98Q: 3 clusters Score -707483.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -707485.187500 Penalty: 2889.114746 Iteration 99Q: 3 clusters Score -707485.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -707486.625000 Penalty: 2889.114746 Iteration 100F: 3 clusters Score -707486.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -707487.437500 Penalty: 2889.114746 Iteration 101Q: 3 clusters Score -707487.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -707487.812500 Penalty: 2889.114746 Iteration 102Q: 3 clusters Score -707487.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -707487.062500 Penalty: 2889.114746 Iteration 103Q: 3 clusters Score -707487.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -707487.062500 Penalty: 2889.114746 Iteration 104F: 3 clusters Score -707487.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Entering Unmasked Estep Score: -188777.421875 Penalty: 1227.494263 Iteration 0F: 2 clusters Score -188777.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -186752.890625 Penalty: 2454.988525 Iteration 0F: 3 clusters Score -186752.9 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -187209.437500 Penalty: 2454.988525 Iteration 1F: 3 clusters Score -187209.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -187325.734375 Penalty: 2454.988525 Iteration 2F: 3 clusters Score -187325.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -187368.812500 Penalty: 2454.988525 Iteration 3Q: 3 clusters Score -187368.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -187395.500000 Penalty: 2454.988525 Iteration 4Q: 3 clusters Score -187395.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -187413.250000 Penalty: 2454.988525 Iteration 5Q: 3 clusters Score -187413.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -187423.718750 Penalty: 2454.988525 Iteration 6Q: 3 clusters Score -187423.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -187432.375000 Penalty: 2454.988525 Iteration 7Q: 3 clusters Score -187432.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -187440.812500 Penalty: 2454.988525 Iteration 8Q: 3 clusters Score -187440.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -187447.500000 Penalty: 2454.988525 Iteration 9Q: 3 clusters Score -187447.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -187450.609375 Penalty: 2454.988525 Iteration 10Q: 3 clusters Score -187450.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -187456.609375 Penalty: 2454.988525 Iteration 11Q: 3 clusters Score -187456.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -187461.906250 Penalty: 2454.988525 Iteration 12Q: 3 clusters Score -187461.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -187468.218750 Penalty: 2454.988525 Iteration 13Q: 3 clusters Score -187468.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -187476.703125 Penalty: 2454.988525 Iteration 14Q: 3 clusters Score -187476.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -187488.281250 Penalty: 2454.988525 Iteration 15Q: 3 clusters Score -187488.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -187499.250000 Penalty: 2454.988525 Iteration 16Q: 3 clusters Score -187499.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -187507.578125 Penalty: 2454.988525 Iteration 17Q: 3 clusters Score -187507.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -187509.937500 Penalty: 2454.988525 Iteration 18Q: 3 clusters Score -187509.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -187510.312500 Penalty: 2454.988525 Iteration 19Q: 3 clusters Score -187510.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -187510.750000 Penalty: 2454.988525 Iteration 20F: 3 clusters Score -187510.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Entering Unmasked Estep Score: -101621.390625 Penalty: 1144.229370 Iteration 0F: 2 clusters Score -101621.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -100085.687500 Penalty: 2288.458740 Iteration 0F: 3 clusters Score -100085.7 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -100396.664062 Penalty: 2288.458740 Iteration 1F: 3 clusters Score -100396.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -100469.335938 Penalty: 2288.458740 Iteration 2F: 3 clusters Score -100469.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -100516.867188 Penalty: 2288.458740 Iteration 3Q: 3 clusters Score -100516.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -100545.875000 Penalty: 2288.458740 Iteration 4Q: 3 clusters Score -100545.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -100563.828125 Penalty: 2288.458740 Iteration 5Q: 3 clusters Score -100563.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -100579.382812 Penalty: 2288.458740 Iteration 6Q: 3 clusters Score -100579.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -100590.828125 Penalty: 2288.458740 Iteration 7Q: 3 clusters Score -100590.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -100602.500000 Penalty: 2288.458740 Iteration 8Q: 3 clusters Score -100602.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -100618.234375 Penalty: 2288.458740 Iteration 9Q: 3 clusters Score -100618.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -100633.625000 Penalty: 2288.458740 Iteration 10Q: 3 clusters Score -100633.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -100643.859375 Penalty: 2288.458740 Iteration 11Q: 3 clusters Score -100643.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -100653.609375 Penalty: 2288.458740 Iteration 12Q: 3 clusters Score -100653.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -100662.812500 Penalty: 2288.458740 Iteration 13Q: 3 clusters Score -100662.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -100679.976562 Penalty: 2288.458740 Iteration 14Q: 3 clusters Score -100680 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -100692.117188 Penalty: 2288.458740 Iteration 15Q: 3 clusters Score -100692.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -100696.679688 Penalty: 2288.458740 Iteration 16Q: 3 clusters Score -100696.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -100706.695312 Penalty: 2288.458740 Iteration 17Q: 3 clusters Score -100706.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -100727.351562 Penalty: 2288.458740 Iteration 18Q: 3 clusters Score -100727.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -100743.781250 Penalty: 2288.458740 Iteration 19Q: 3 clusters Score -100743.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -100753.101562 Penalty: 2288.458740 Iteration 20F: 3 clusters Score -100753.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -100758.070312 Penalty: 2288.458740 Iteration 21Q: 3 clusters Score -100758.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -100763.804688 Penalty: 2288.458740 Iteration 22Q: 3 clusters Score -100763.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100774.843750 Penalty: 2288.458740 Iteration 23Q: 3 clusters Score -100774.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -100797.648438 Penalty: 2288.458740 Iteration 24Q: 3 clusters Score -100797.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -100814.609375 Penalty: 2288.458740 Iteration 25Q: 3 clusters Score -100814.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -100836.320312 Penalty: 2288.458740 Iteration 26Q: 3 clusters Score -100836.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -100848.710938 Penalty: 2288.458740 Iteration 27Q: 3 clusters Score -100848.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -100863.132812 Penalty: 2288.458740 Iteration 28Q: 3 clusters Score -100863.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -100890.031250 Penalty: 2288.458740 Iteration 29Q: 3 clusters Score -100890 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -100905.859375 Penalty: 2288.458740 Iteration 30Q: 3 clusters Score -100905.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -100916.554688 Penalty: 2288.458740 Iteration 31Q: 3 clusters Score -100916.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -100932.640625 Penalty: 2288.458740 Iteration 32Q: 3 clusters Score -100932.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -100950.531250 Penalty: 2288.458740 Iteration 33Q: 3 clusters Score -100950.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -100967.914062 Penalty: 2288.458740 Iteration 34Q: 3 clusters Score -100967.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -100975.593750 Penalty: 2288.458740 Iteration 35Q: 3 clusters Score -100975.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -100980.710938 Penalty: 2288.458740 Iteration 36Q: 3 clusters Score -100980.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -100991.140625 Penalty: 2288.458740 Iteration 37Q: 3 clusters Score -100991.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -100992.679688 Penalty: 2288.458740 Iteration 38Q: 3 clusters Score -100992.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -100994.593750 Penalty: 2288.458740 Iteration 39Q: 3 clusters Score -100994.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -100996.679688 Penalty: 2288.458740 Iteration 40F: 3 clusters Score -100996.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -100998.703125 Penalty: 2288.458740 Iteration 41Q: 3 clusters Score -100998.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -100999.015625 Penalty: 2288.458740 Iteration 42Q: 3 clusters Score -100999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -101000.070312 Penalty: 2288.458740 Iteration 43Q: 3 clusters Score -101000.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -101000.070312 Penalty: 2288.458740 Iteration 44F: 3 clusters Score -101000.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Entering Unmasked Estep Score: -50354.156250 Penalty: 1019.954529 Iteration 0F: 2 clusters Score -50354.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -49265.687500 Penalty: 2039.909058 Iteration 0F: 3 clusters Score -49265.69 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -49426.917969 Penalty: 2039.909058 Iteration 1F: 3 clusters Score -49426.92 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -49477.902344 Penalty: 2039.909058 Iteration 2F: 3 clusters Score -49477.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -49496.171875 Penalty: 2039.909058 Iteration 3Q: 3 clusters Score -49496.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -49506.078125 Penalty: 2039.909058 Iteration 4Q: 3 clusters Score -49506.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -49510.359375 Penalty: 2039.909058 Iteration 5Q: 3 clusters Score -49510.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -49513.921875 Penalty: 2039.909058 Iteration 6Q: 3 clusters Score -49513.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -49517.816406 Penalty: 2039.909058 Iteration 7Q: 3 clusters Score -49517.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -49520.179688 Penalty: 2039.909058 Iteration 8Q: 3 clusters Score -49520.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -49520.179688 Penalty: 2039.909058 Iteration 9F: 3 clusters Score -49520.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Entering Unmasked Estep Score: -81834.164062 Penalty: 1112.973267 Iteration 0F: 2 clusters Score -81834.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -80419.039062 Penalty: 2225.946533 Iteration 0F: 3 clusters Score -80419.04 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -80678.835938 Penalty: 2225.946533 Iteration 1F: 3 clusters Score -80678.84 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -80765.593750 Penalty: 2225.946533 Iteration 2F: 3 clusters Score -80765.59 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -80808.460938 Penalty: 2225.946533 Iteration 3Q: 3 clusters Score -80808.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -80821.835938 Penalty: 2225.946533 Iteration 4Q: 3 clusters Score -80821.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -80835.328125 Penalty: 2225.946533 Iteration 5Q: 3 clusters Score -80835.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -80845.750000 Penalty: 2225.946533 Iteration 6Q: 3 clusters Score -80845.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -80858.875000 Penalty: 2225.946533 Iteration 7Q: 3 clusters Score -80858.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -80871.820312 Penalty: 2225.946533 Iteration 8Q: 3 clusters Score -80871.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -80879.484375 Penalty: 2225.946533 Iteration 9Q: 3 clusters Score -80879.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -80883.234375 Penalty: 2225.946533 Iteration 10Q: 3 clusters Score -80883.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -80886.367188 Penalty: 2225.946533 Iteration 11Q: 3 clusters Score -80886.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -80887.812500 Penalty: 2225.946533 Iteration 12Q: 3 clusters Score -80887.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -80888.382812 Penalty: 2225.946533 Iteration 13Q: 3 clusters Score -80888.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -80888.671875 Penalty: 2225.946533 Iteration 14Q: 3 clusters Score -80888.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -80888.671875 Penalty: 2225.946533 Iteration 15F: 3 clusters Score -80888.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Entering Unmasked Estep Score: -72096.015625 Penalty: 1069.353760 Iteration 0F: 2 clusters Score -72096.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -70854.460938 Penalty: 2138.707520 Iteration 0F: 3 clusters Score -70854.46 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -71064.078125 Penalty: 2138.707520 Iteration 1F: 3 clusters Score -71064.08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -71121.476562 Penalty: 2138.707520 Iteration 2F: 3 clusters Score -71121.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -71148.921875 Penalty: 2138.707520 Iteration 3Q: 3 clusters Score -71148.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -71162.921875 Penalty: 2138.707520 Iteration 4Q: 3 clusters Score -71162.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -71172.835938 Penalty: 2138.707520 Iteration 5Q: 3 clusters Score -71172.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -71182.781250 Penalty: 2138.707520 Iteration 6Q: 3 clusters Score -71182.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71190.476562 Penalty: 2138.707520 Iteration 7Q: 3 clusters Score -71190.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -71205.710938 Penalty: 2138.707520 Iteration 8Q: 3 clusters Score -71205.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71228.656250 Penalty: 2138.707520 Iteration 9Q: 3 clusters Score -71228.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -71240.976562 Penalty: 2138.707520 Iteration 10Q: 3 clusters Score -71240.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -71252.781250 Penalty: 2138.707520 Iteration 11Q: 3 clusters Score -71252.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -71281.515625 Penalty: 2138.707520 Iteration 12Q: 3 clusters Score -71281.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71328.039062 Penalty: 2138.707520 Iteration 13Q: 3 clusters Score -71328.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -71394.390625 Penalty: 2138.707520 Iteration 14Q: 3 clusters Score -71394.39 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -71495.046875 Penalty: 2138.707520 Iteration 15Q: 3 clusters Score -71495.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -71596.484375 Penalty: 2138.707520 Iteration 16Q: 3 clusters Score -71596.48 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -71649.437500 Penalty: 2138.707520 Iteration 17Q: 3 clusters Score -71649.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -71684.679688 Penalty: 2138.707520 Iteration 18Q: 3 clusters Score -71684.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -71701.656250 Penalty: 2138.707520 Iteration 19Q: 3 clusters Score -71701.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -71705.226562 Penalty: 2138.707520 Iteration 20F: 3 clusters Score -71705.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -71707.851562 Penalty: 2138.707520 Iteration 21Q: 3 clusters Score -71707.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -71707.851562 Penalty: 2138.707520 Iteration 22F: 3 clusters Score -71707.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 3242 members Mstep: Class 7 contains 8334 members Mstep: Class 8 contains 614 members Mstep: Class 9 contains 2687 members Mstep: Class 10 contains 4561 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 1842 members Mstep: Class 13 contains 1140 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1371 members Mstep: Class 16 contains 934 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 8117 members Mstep: Class 21 contains 1042 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1908 members Mstep: Class 25 contains 1143 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -8164213.000000 Penalty: 61035.160156 Iteration 79Q: 34 clusters Score -8164213 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1626 members Mstep: Class 4 contains 1020 members Mstep: Class 5 contains 1943 members Mstep: Class 6 contains 3229 members Mstep: Class 7 contains 8310 members Mstep: Class 8 contains 634 members Mstep: Class 9 contains 2690 members Mstep: Class 10 contains 4567 members Mstep: Class 11 contains 8232 members Mstep: Class 12 contains 1843 members Mstep: Class 13 contains 1220 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1372 members Mstep: Class 16 contains 932 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1609 members Mstep: Class 20 contains 8082 members Mstep: Class 21 contains 1046 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 7276 members Mstep: Class 24 contains 1934 members Mstep: Class 25 contains 1141 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 967 members Mstep: Class 28 contains 718 members Mstep: Class 29 contains 1115 members Mstep: Class 30 contains 371 members Mstep: Class 31 contains 3361 members Mstep: Class 32 contains 1049 members Mstep: Class 33 contains 14692 members Entering Unmasked Estep ConsiderDeletion Score: -8164881.500000 Penalty: 61035.160156 Iteration 80F: 34 clusters Score -8164882 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1611 members Mstep: Class 4 contains 1018 members Mstep: Class 5 contains 1971 members Mstep: Class 6 contains 3212 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 638 members Mstep: Class 9 contains 2692 members Mstep: Class 10 contains 4570 members Mstep: Class 11 contains 8205 members Mstep: Class 12 contains 1843 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 916 members Mstep: Class 15 contains 1349 members Mstep: Class 16 contains 902 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1927 members Mstep: Class 19 contains 1610 members Mstep: Class 20 contains 8074 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 294 members Mstep: Class 23 contains 7256 members Mstep: Class 24 contains 1942 members Mstep: Class 25 contains 1092 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 951 members Mstep: Class 28 contains 705 members Mstep: Class 29 contains 1172 members Mstep: Class 30 contains 423 members Mstep: Class 31 contains 3414 members Mstep: Class 32 contains 1052 members Mstep: Class 33 contains 14724 members Entering Unmasked Estep ConsiderDeletion Score: -8165322.500000 Penalty: 61035.160156 Iteration 81Q: 34 clusters Score -8165322 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1602 members Mstep: Class 4 contains 1019 members Mstep: Class 5 contains 2007 members Mstep: Class 6 contains 3189 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 645 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4573 members Mstep: Class 11 contains 8187 members Mstep: Class 12 contains 1841 members Mstep: Class 13 contains 1229 members Mstep: Class 14 contains 917 members Mstep: Class 15 contains 1325 members Mstep: Class 16 contains 890 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1609 members Mstep: Class 20 contains 8077 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 7248 members Mstep: Class 24 contains 1953 members Mstep: Class 25 contains 1078 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 696 members Mstep: Class 29 contains 1186 members Mstep: Class 30 contains 453 members Mstep: Class 31 contains 3431 members Mstep: Class 32 contains 1051 members Mstep: Class 33 contains 14731 members Entering Unmasked Estep ConsiderDeletion Score: -8165534.500000 Penalty: 61035.160156 Iteration 82Q: 34 clusters Score -8165534 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1027 members Mstep: Class 5 contains 2035 members Mstep: Class 6 contains 3165 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 647 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4576 members Mstep: Class 11 contains 8176 members Mstep: Class 12 contains 1838 members Mstep: Class 13 contains 1238 members Mstep: Class 14 contains 917 members Mstep: Class 15 contains 1311 members Mstep: Class 16 contains 878 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1608 members Mstep: Class 20 contains 8076 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 271 members Mstep: Class 23 contains 7247 members Mstep: Class 24 contains 1959 members Mstep: Class 25 contains 1065 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 944 members Mstep: Class 28 contains 693 members Mstep: Class 29 contains 1199 members Mstep: Class 30 contains 459 members Mstep: Class 31 contains 3439 members Mstep: Class 32 contains 1052 members Mstep: Class 33 contains 14735 members Entering Unmasked Estep ConsiderDeletion Score: -8165619.000000 Penalty: 61035.160156 Iteration 83Q: 34 clusters Score -8165619 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1602 members Mstep: Class 4 contains 1040 members Mstep: Class 5 contains 2061 members Mstep: Class 6 contains 3144 members Mstep: Class 7 contains 8296 members Mstep: Class 8 contains 649 members Mstep: Class 9 contains 2696 members Mstep: Class 10 contains 4577 members Mstep: Class 11 contains 8173 members Mstep: Class 12 contains 1837 members Mstep: Class 13 contains 1243 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1293 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8074 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 270 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1962 members Mstep: Class 25 contains 1055 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 943 members Mstep: Class 28 contains 692 members Mstep: Class 29 contains 1203 members Mstep: Class 30 contains 462 members Mstep: Class 31 contains 3441 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14735 members Entering Unmasked Estep ConsiderDeletion Score: -8165686.000000 Penalty: 61035.160156 Iteration 84Q: 34 clusters Score -8165686 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1602 members Mstep: Class 4 contains 1045 members Mstep: Class 5 contains 2076 members Mstep: Class 6 contains 3130 members Mstep: Class 7 contains 8296 members Mstep: Class 8 contains 652 members Mstep: Class 9 contains 2700 members Mstep: Class 10 contains 4580 members Mstep: Class 11 contains 8171 members Mstep: Class 12 contains 1836 members Mstep: Class 13 contains 1248 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1284 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1925 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8074 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1964 members Mstep: Class 25 contains 1046 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 944 members Mstep: Class 28 contains 690 members Mstep: Class 29 contains 1205 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 3439 members Mstep: Class 32 contains 1053 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8165717.500000 Penalty: 61035.160156 Iteration 85Q: 34 clusters Score -8165718 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1602 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 2089 members Mstep: Class 6 contains 3115 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2698 members Mstep: Class 10 contains 4582 members Mstep: Class 11 contains 8169 members Mstep: Class 12 contains 1837 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1278 members Mstep: Class 16 contains 869 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8075 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1044 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 944 members Mstep: Class 28 contains 685 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 467 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1053 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8165763.000000 Penalty: 61035.160156 Iteration 86Q: 34 clusters Score -8165763 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1602 members Mstep: Class 4 contains 1056 members Mstep: Class 5 contains 2108 members Mstep: Class 6 contains 3093 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4586 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1836 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1273 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 945 members Mstep: Class 28 contains 681 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 471 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1053 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8165788.500000 Penalty: 61035.160156 Iteration 87Q: 34 clusters Score -8165788 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1602 members Mstep: Class 4 contains 1062 members Mstep: Class 5 contains 2135 members Mstep: Class 6 contains 3068 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4588 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1835 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1266 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8072 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 945 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1053 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8165782.500000 Penalty: 61035.160156 Iteration 88Q: 34 clusters Score -8165782 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1069 members Mstep: Class 5 contains 2152 members Mstep: Class 6 contains 3049 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4590 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1260 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8071 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1053 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8165801.500000 Penalty: 61035.160156 Iteration 89Q: 34 clusters Score -8165802 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1079 members Mstep: Class 5 contains 2164 members Mstep: Class 6 contains 3030 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4590 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1257 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8071 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1053 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8165789.500000 Penalty: 61035.160156 Iteration 90Q: 34 clusters Score -8165790 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1086 members Mstep: Class 5 contains 2171 members Mstep: Class 6 contains 3014 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4593 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1254 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14738 members Entering Unmasked Estep ConsiderDeletion Score: -8165827.500000 Penalty: 61035.160156 Iteration 91Q: 34 clusters Score -8165828 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1091 members Mstep: Class 5 contains 2174 members Mstep: Class 6 contains 3001 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4597 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1255 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14738 members Entering Unmasked Estep ConsiderDeletion Score: -8165839.000000 Penalty: 61035.160156 Iteration 92Q: 34 clusters Score -8165839 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1094 members Mstep: Class 5 contains 2182 members Mstep: Class 6 contains 2989 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4598 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1254 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8074 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14738 members Entering Unmasked Estep ConsiderDeletion Score: -8165836.500000 Penalty: 61035.160156 Iteration 93Q: 34 clusters Score -8165836 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1096 members Mstep: Class 5 contains 2194 members Mstep: Class 6 contains 2977 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4600 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1252 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8074 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165846.000000 Penalty: 61035.160156 Iteration 94Q: 34 clusters Score -8165846 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1097 members Mstep: Class 5 contains 2199 members Mstep: Class 6 contains 2970 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4602 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8074 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165847.500000 Penalty: 61035.160156 Iteration 95Q: 34 clusters Score -8165848 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 2201 members Mstep: Class 6 contains 2961 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 654 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4605 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8074 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165839.000000 Penalty: 61035.160156 Iteration 96Q: 34 clusters Score -8165839 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1101 members Mstep: Class 5 contains 2204 members Mstep: Class 6 contains 2955 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 654 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4607 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8074 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165847.000000 Penalty: 61035.160156 Iteration 97Q: 34 clusters Score -8165847 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1103 members Mstep: Class 5 contains 2210 members Mstep: Class 6 contains 2948 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 654 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4607 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165857.000000 Penalty: 61035.160156 Iteration 98Q: 34 clusters Score -8165857 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1104 members Mstep: Class 5 contains 2216 members Mstep: Class 6 contains 2939 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 654 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4609 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165868.500000 Penalty: 61035.160156 Iteration 99Q: 34 clusters Score -8165868 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 2217 members Mstep: Class 6 contains 2931 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 654 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4613 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 269 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165890.000000 Penalty: 61035.160156 Iteration 100F: 34 clusters Score -8165890 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 2218 members Mstep: Class 6 contains 2928 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 654 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4614 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 263 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 947 members Mstep: Class 28 contains 679 members Mstep: Class 29 contains 1206 members Mstep: Class 30 contains 480 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165935.500000 Penalty: 61035.160156 Iteration 101Q: 34 clusters Score -8165936 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1110 members Mstep: Class 5 contains 2220 members Mstep: Class 6 contains 2922 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 655 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4616 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8072 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 256 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1045 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 948 members Mstep: Class 28 contains 681 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 480 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165945.000000 Penalty: 61035.160156 Iteration 102Q: 34 clusters Score -8165945 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1112 members Mstep: Class 5 contains 2223 members Mstep: Class 6 contains 2916 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 662 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4617 members Mstep: Class 11 contains 8170 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1250 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1252 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8071 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 247 members Mstep: Class 23 contains 7249 members Mstep: Class 24 contains 1966 members Mstep: Class 25 contains 1044 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 949 members Mstep: Class 28 contains 680 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 482 members Mstep: Class 31 contains 3443 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14737 members Entering Unmasked Estep ConsiderDeletion Score: -8165985.000000 Penalty: 61035.160156 Iteration 103Q: 34 clusters Score -8165985 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1113 members Mstep: Class 5 contains 2224 members Mstep: Class 6 contains 2911 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 669 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4620 members Mstep: Class 11 contains 8169 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1251 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1252 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8071 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 240 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 950 members Mstep: Class 28 contains 681 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 481 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14735 members Entering Unmasked Estep ConsiderDeletion Score: -8165998.500000 Penalty: 61035.160156 Iteration 104Q: 34 clusters Score -8165998 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1600 members Mstep: Class 4 contains 1111 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2907 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 674 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4622 members Mstep: Class 11 contains 8169 members Mstep: Class 12 contains 1834 members Mstep: Class 13 contains 1251 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1251 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 8072 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 237 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1043 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 951 members Mstep: Class 28 contains 680 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 480 members Mstep: Class 31 contains 3441 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14735 members Entering Unmasked Estep ConsiderDeletion Score: -8166065.500000 Penalty: 61035.160156 Iteration 105Q: 34 clusters Score -8166066 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1600 members Mstep: Class 4 contains 1111 members Mstep: Class 5 contains 2223 members Mstep: Class 6 contains 2907 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 681 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4623 members Mstep: Class 11 contains 8169 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1251 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1250 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1606 members Mstep: Class 20 contains 8072 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 234 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1044 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 955 members Mstep: Class 28 contains 680 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 475 members Mstep: Class 31 contains 3441 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14736 members Entering Unmasked Estep ConsiderDeletion Score: -8166100.000000 Penalty: 61035.160156 Iteration 106Q: 34 clusters Score -8166100 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1600 members Mstep: Class 4 contains 1108 members Mstep: Class 5 contains 2222 members Mstep: Class 6 contains 2907 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 686 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4624 members Mstep: Class 11 contains 8169 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1251 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1924 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 233 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1044 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 957 members Mstep: Class 28 contains 677 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3441 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8166103.000000 Penalty: 61035.160156 Iteration 107Q: 34 clusters Score -8166103 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 2222 members Mstep: Class 6 contains 2907 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 688 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4623 members Mstep: Class 11 contains 8168 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1251 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1046 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 959 members Mstep: Class 28 contains 676 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3441 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8166126.500000 Penalty: 61035.160156 Iteration 108Q: 34 clusters Score -8166126 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1108 members Mstep: Class 5 contains 2222 members Mstep: Class 6 contains 2906 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8167 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1252 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1058 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1046 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 675 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 473 members Mstep: Class 31 contains 3441 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8166134.500000 Penalty: 61035.160156 Iteration 109Q: 34 clusters Score -8166134 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2224 members Mstep: Class 6 contains 2904 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2697 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8166 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1254 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1044 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 963 members Mstep: Class 28 contains 673 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 475 members Mstep: Class 31 contains 3441 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14739 members Entering Unmasked Estep ConsiderDeletion Score: -8166141.500000 Penalty: 61035.160156 Iteration 110Q: 34 clusters Score -8166142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1105 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2903 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8164 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1257 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1042 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 672 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 476 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14740 members Entering Unmasked Estep ConsiderDeletion Score: -8166151.000000 Penalty: 61035.160156 Iteration 111Q: 34 clusters Score -8166151 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8294 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8160 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1261 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1967 members Mstep: Class 25 contains 1041 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 671 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 477 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14741 members Entering Unmasked Estep ConsiderDeletion Score: -8166146.000000 Penalty: 61035.160156 Iteration 112Q: 34 clusters Score -8166146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8294 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8159 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 670 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 478 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14741 members Entering Unmasked Estep ConsiderDeletion Score: -8166147.500000 Penalty: 61035.160156 Iteration 113Q: 34 clusters Score -8166148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1041 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 669 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 479 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14741 members Entering Unmasked Estep ConsiderDeletion Score: -8166151.500000 Penalty: 61035.160156 Iteration 114Q: 34 clusters Score -8166152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 666 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 482 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14742 members Entering Unmasked Estep ConsiderDeletion Score: -8166145.000000 Penalty: 61035.160156 Iteration 115Q: 34 clusters Score -8166145 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 665 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 483 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14742 members Entering Unmasked Estep ConsiderDeletion Score: -8166141.500000 Penalty: 61035.160156 Iteration 116Q: 34 clusters Score -8166142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 232 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 665 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 483 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14742 members Entering Unmasked Estep ConsiderDeletion Score: -8166145.500000 Penalty: 61035.160156 Iteration 117F: 34 clusters Score -8166146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 229 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 665 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 486 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14742 members Entering Unmasked Estep ConsiderDeletion Score: -8166152.000000 Penalty: 61035.160156 Iteration 118Q: 34 clusters Score -8166152 nChanged 4 Entering ConstructFrom: Score: -8166152.000000 Penalty: 61035.160156 Entering ConstructFrom: Trying to split cluster 1 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -44068.343750 Penalty: 1016.870972 Iteration 0F: 2 clusters Score -44068.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -43058.445312 Penalty: 2033.741943 Iteration 0F: 3 clusters Score -43058.45 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -43332.812500 Penalty: 2033.741943 Iteration 1F: 3 clusters Score -43332.81 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -43493.125000 Penalty: 2033.741943 Iteration 2F: 3 clusters Score -43493.12 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -43652.738281 Penalty: 2033.741943 Iteration 3F: 3 clusters Score -43652.74 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -43734.296875 Penalty: 2033.741943 Iteration 4Q: 3 clusters Score -43734.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -43859.515625 Penalty: 2033.741943 Iteration 5Q: 3 clusters Score -43859.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -43956.867188 Penalty: 2033.741943 Iteration 6Q: 3 clusters Score -43956.87 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -44042.429688 Penalty: 2033.741943 Iteration 7Q: 3 clusters Score -44042.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -44113.132812 Penalty: 2033.741943 Iteration 8Q: 3 clusters Score -44113.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -44163.093750 Penalty: 2033.741943 Iteration 9Q: 3 clusters Score -44163.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -44204.304688 Penalty: 2033.741943 Iteration 10Q: 3 clusters Score -44204.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -44238.984375 Penalty: 2033.741943 Iteration 11Q: 3 clusters Score -44238.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -44270.968750 Penalty: 2033.741943 Iteration 12Q: 3 clusters Score -44270.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -44284.601562 Penalty: 2033.741943 Iteration 13Q: 3 clusters Score -44284.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -44288.562500 Penalty: 2033.741943 Iteration 14Q: 3 clusters Score -44288.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -44291.535156 Penalty: 2033.741943 Iteration 15Q: 3 clusters Score -44291.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -44292.050781 Penalty: 2033.741943 Iteration 16Q: 3 clusters Score -44292.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -44292.519531 Penalty: 2033.741943 Iteration 17Q: 3 clusters Score -44292.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -44294.890625 Penalty: 2033.741943 Iteration 18Q: 3 clusters Score -44294.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -44297.003906 Penalty: 2033.741943 Iteration 19F: 3 clusters Score -44297 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -44302.777344 Penalty: 2033.741943 Iteration 20F: 3 clusters Score -44302.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -44303.679688 Penalty: 2033.741943 Iteration 21Q: 3 clusters Score -44303.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -44303.679688 Penalty: 2033.741943 Iteration 22F: 3 clusters Score -44303.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 2225 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 664 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 487 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14742 members Mstep: Class 34 contains 284 members Entering Unmasked Estep Score: -8165567.000000 Penalty: 62884.710938 Splitting cluster 1 changes total score from -8166152.000000 to -8165567.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Entering Unmasked Estep Score: -169658.656250 Penalty: 1208.546021 Iteration 0F: 2 clusters Score -169658.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -167819.531250 Penalty: 2417.092041 Iteration 0F: 3 clusters Score -167819.5 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -168201.531250 Penalty: 2417.092041 Iteration 1F: 3 clusters Score -168201.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -168285.328125 Penalty: 2417.092041 Iteration 2F: 3 clusters Score -168285.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -168334.562500 Penalty: 2417.092041 Iteration 3Q: 3 clusters Score -168334.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -168364.015625 Penalty: 2417.092041 Iteration 4Q: 3 clusters Score -168364 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -168386.187500 Penalty: 2417.092041 Iteration 5Q: 3 clusters Score -168386.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -168409.218750 Penalty: 2417.092041 Iteration 6Q: 3 clusters Score -168409.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -168434.312500 Penalty: 2417.092041 Iteration 7Q: 3 clusters Score -168434.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -168451.015625 Penalty: 2417.092041 Iteration 8Q: 3 clusters Score -168451 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -168464.468750 Penalty: 2417.092041 Iteration 9Q: 3 clusters Score -168464.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -168477.234375 Penalty: 2417.092041 Iteration 10Q: 3 clusters Score -168477.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -168487.515625 Penalty: 2417.092041 Iteration 11Q: 3 clusters Score -168487.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -168492.109375 Penalty: 2417.092041 Iteration 12Q: 3 clusters Score -168492.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -168498.062500 Penalty: 2417.092041 Iteration 13Q: 3 clusters Score -168498.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -168507.984375 Penalty: 2417.092041 Iteration 14Q: 3 clusters Score -168508 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -168514.140625 Penalty: 2417.092041 Iteration 15Q: 3 clusters Score -168514.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -168518.109375 Penalty: 2417.092041 Iteration 16Q: 3 clusters Score -168518.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -168520.546875 Penalty: 2417.092041 Iteration 17Q: 3 clusters Score -168520.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -168521.687500 Penalty: 2417.092041 Iteration 18Q: 3 clusters Score -168521.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -168525.203125 Penalty: 2417.092041 Iteration 19Q: 3 clusters Score -168525.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -168528.937500 Penalty: 2417.092041 Iteration 20F: 3 clusters Score -168528.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -168532.281250 Penalty: 2417.092041 Iteration 21Q: 3 clusters Score -168532.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -168534.828125 Penalty: 2417.092041 Iteration 22Q: 3 clusters Score -168534.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -168536.234375 Penalty: 2417.092041 Iteration 23Q: 3 clusters Score -168536.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -168538.484375 Penalty: 2417.092041 Iteration 24Q: 3 clusters Score -168538.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -168539.812500 Penalty: 2417.092041 Iteration 25Q: 3 clusters Score -168539.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -168541.421875 Penalty: 2417.092041 Iteration 26Q: 3 clusters Score -168541.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -168545.375000 Penalty: 2417.092041 Iteration 27Q: 3 clusters Score -168545.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -168549.750000 Penalty: 2417.092041 Iteration 28Q: 3 clusters Score -168549.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -168551.953125 Penalty: 2417.092041 Iteration 29Q: 3 clusters Score -168552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -168554.796875 Penalty: 2417.092041 Iteration 30Q: 3 clusters Score -168554.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -168556.890625 Penalty: 2417.092041 Iteration 31Q: 3 clusters Score -168556.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -168560.609375 Penalty: 2417.092041 Iteration 32Q: 3 clusters Score -168560.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -168562.609375 Penalty: 2417.092041 Iteration 33Q: 3 clusters Score -168562.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -168564.828125 Penalty: 2417.092041 Iteration 34Q: 3 clusters Score -168564.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -168566.171875 Penalty: 2417.092041 Iteration 35Q: 3 clusters Score -168566.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -168567.796875 Penalty: 2417.092041 Iteration 36Q: 3 clusters Score -168567.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -168568.218750 Penalty: 2417.092041 Iteration 37Q: 3 clusters Score -168568.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -168570.375000 Penalty: 2417.092041 Iteration 38Q: 3 clusters Score -168570.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -168573.453125 Penalty: 2417.092041 Iteration 39Q: 3 clusters Score -168573.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -168577.296875 Penalty: 2417.092041 Iteration 40F: 3 clusters Score -168577.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -168580.328125 Penalty: 2417.092041 Iteration 41Q: 3 clusters Score -168580.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -168581.890625 Penalty: 2417.092041 Iteration 42Q: 3 clusters Score -168581.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -168583.343750 Penalty: 2417.092041 Iteration 43Q: 3 clusters Score -168583.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -168585.000000 Penalty: 2417.092041 Iteration 44Q: 3 clusters Score -168585 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -168586.531250 Penalty: 2417.092041 Iteration 45Q: 3 clusters Score -168586.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -168591.078125 Penalty: 2417.092041 Iteration 46Q: 3 clusters Score -168591.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -168596.468750 Penalty: 2417.092041 Iteration 47Q: 3 clusters Score -168596.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -168603.734375 Penalty: 2417.092041 Iteration 48Q: 3 clusters Score -168603.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -168608.640625 Penalty: 2417.092041 Iteration 49Q: 3 clusters Score -168608.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -168611.765625 Penalty: 2417.092041 Iteration 50Q: 3 clusters Score -168611.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -168614.156250 Penalty: 2417.092041 Iteration 51Q: 3 clusters Score -168614.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -168619.843750 Penalty: 2417.092041 Iteration 52Q: 3 clusters Score -168619.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -168628.031250 Penalty: 2417.092041 Iteration 53Q: 3 clusters Score -168628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -168631.562500 Penalty: 2417.092041 Iteration 54Q: 3 clusters Score -168631.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -168635.359375 Penalty: 2417.092041 Iteration 55Q: 3 clusters Score -168635.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -168636.890625 Penalty: 2417.092041 Iteration 56Q: 3 clusters Score -168636.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -168639.671875 Penalty: 2417.092041 Iteration 57Q: 3 clusters Score -168639.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -168642.500000 Penalty: 2417.092041 Iteration 58Q: 3 clusters Score -168642.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -168647.656250 Penalty: 2417.092041 Iteration 59Q: 3 clusters Score -168647.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -168654.078125 Penalty: 2417.092041 Iteration 60F: 3 clusters Score -168654.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -168658.906250 Penalty: 2417.092041 Iteration 61Q: 3 clusters Score -168658.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -168667.125000 Penalty: 2417.092041 Iteration 62Q: 3 clusters Score -168667.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -168671.921875 Penalty: 2417.092041 Iteration 63Q: 3 clusters Score -168671.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -168674.109375 Penalty: 2417.092041 Iteration 64Q: 3 clusters Score -168674.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -168675.156250 Penalty: 2417.092041 Iteration 65Q: 3 clusters Score -168675.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -168680.453125 Penalty: 2417.092041 Iteration 66Q: 3 clusters Score -168680.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -168684.796875 Penalty: 2417.092041 Iteration 67Q: 3 clusters Score -168684.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -168688.375000 Penalty: 2417.092041 Iteration 68Q: 3 clusters Score -168688.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -168692.546875 Penalty: 2417.092041 Iteration 69Q: 3 clusters Score -168692.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -168697.468750 Penalty: 2417.092041 Iteration 70Q: 3 clusters Score -168697.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -168700.000000 Penalty: 2417.092041 Iteration 71Q: 3 clusters Score -168700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -168701.281250 Penalty: 2417.092041 Iteration 72Q: 3 clusters Score -168701.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -168703.296875 Penalty: 2417.092041 Iteration 73Q: 3 clusters Score -168703.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -168707.687500 Penalty: 2417.092041 Iteration 74Q: 3 clusters Score -168707.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -168711.343750 Penalty: 2417.092041 Iteration 75Q: 3 clusters Score -168711.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -168712.890625 Penalty: 2417.092041 Iteration 76Q: 3 clusters Score -168712.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -168715.125000 Penalty: 2417.092041 Iteration 77Q: 3 clusters Score -168715.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -168720.359375 Penalty: 2417.092041 Iteration 78Q: 3 clusters Score -168720.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -168723.203125 Penalty: 2417.092041 Iteration 79Q: 3 clusters Score -168723.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -168725.765625 Penalty: 2417.092041 Iteration 80F: 3 clusters Score -168725.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -168729.437500 Penalty: 2417.092041 Iteration 81Q: 3 clusters Score -168729.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -168731.531250 Penalty: 2417.092041 Iteration 82Q: 3 clusters Score -168731.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -168732.093750 Penalty: 2417.092041 Iteration 83Q: 3 clusters Score -168732.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -168733.093750 Penalty: 2417.092041 Iteration 84Q: 3 clusters Score -168733.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -168733.421875 Penalty: 2417.092041 Iteration 85Q: 3 clusters Score -168733.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -168733.421875 Penalty: 2417.092041 Iteration 86F: 3 clusters Score -168733.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Entering Unmasked Estep Score: -156285.500000 Penalty: 1198.784302 Iteration 0F: 2 clusters Score -156285.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -154431.046875 Penalty: 2397.568604 Iteration 0F: 3 clusters Score -154431 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -154853.531250 Penalty: 2397.568604 Iteration 1F: 3 clusters Score -154853.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -155029.343750 Penalty: 2397.568604 Iteration 2F: 3 clusters Score -155029.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -155164.718750 Penalty: 2397.568604 Iteration 3F: 3 clusters Score -155164.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -155272.187500 Penalty: 2397.568604 Iteration 4F: 3 clusters Score -155272.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -155355.734375 Penalty: 2397.568604 Iteration 5Q: 3 clusters Score -155355.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -155451.906250 Penalty: 2397.568604 Iteration 6Q: 3 clusters Score -155451.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -155567.234375 Penalty: 2397.568604 Iteration 7Q: 3 clusters Score -155567.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -155645.750000 Penalty: 2397.568604 Iteration 8Q: 3 clusters Score -155645.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -155704.671875 Penalty: 2397.568604 Iteration 9Q: 3 clusters Score -155704.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -155753.671875 Penalty: 2397.568604 Iteration 10Q: 3 clusters Score -155753.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -155779.531250 Penalty: 2397.568604 Iteration 11Q: 3 clusters Score -155779.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -155792.875000 Penalty: 2397.568604 Iteration 12Q: 3 clusters Score -155792.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -155801.187500 Penalty: 2397.568604 Iteration 13Q: 3 clusters Score -155801.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -155804.437500 Penalty: 2397.568604 Iteration 14Q: 3 clusters Score -155804.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -155807.937500 Penalty: 2397.568604 Iteration 15Q: 3 clusters Score -155807.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -155810.156250 Penalty: 2397.568604 Iteration 16Q: 3 clusters Score -155810.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -155810.703125 Penalty: 2397.568604 Iteration 17Q: 3 clusters Score -155810.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -155812.812500 Penalty: 2397.568604 Iteration 18Q: 3 clusters Score -155812.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -155817.031250 Penalty: 2397.568604 Iteration 19Q: 3 clusters Score -155817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -155832.265625 Penalty: 2397.568604 Iteration 20F: 3 clusters Score -155832.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -155845.984375 Penalty: 2397.568604 Iteration 21Q: 3 clusters Score -155846 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -155854.390625 Penalty: 2397.568604 Iteration 22Q: 3 clusters Score -155854.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -155857.062500 Penalty: 2397.568604 Iteration 23Q: 3 clusters Score -155857.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -155858.140625 Penalty: 2397.568604 Iteration 24Q: 3 clusters Score -155858.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -155858.468750 Penalty: 2397.568604 Iteration 25Q: 3 clusters Score -155858.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -155859.500000 Penalty: 2397.568604 Iteration 26Q: 3 clusters Score -155859.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -155860.296875 Penalty: 2397.568604 Iteration 27Q: 3 clusters Score -155860.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -155862.296875 Penalty: 2397.568604 Iteration 28Q: 3 clusters Score -155862.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -155864.578125 Penalty: 2397.568604 Iteration 29Q: 3 clusters Score -155864.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -155866.265625 Penalty: 2397.568604 Iteration 30Q: 3 clusters Score -155866.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -155867.062500 Penalty: 2397.568604 Iteration 31Q: 3 clusters Score -155867.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -155867.531250 Penalty: 2397.568604 Iteration 32Q: 3 clusters Score -155867.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -155868.312500 Penalty: 2397.568604 Iteration 33Q: 3 clusters Score -155868.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -155868.312500 Penalty: 2397.568604 Iteration 34F: 3 clusters Score -155868.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Entering Unmasked Estep Score: -92241.914062 Penalty: 1138.882080 Iteration 0F: 2 clusters Score -92241.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -90764.312500 Penalty: 2277.764160 Iteration 0F: 3 clusters Score -90764.31 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -91134.164062 Penalty: 2277.764160 Iteration 1F: 3 clusters Score -91134.16 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -91253.812500 Penalty: 2277.764160 Iteration 2F: 3 clusters Score -91253.81 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -91345.390625 Penalty: 2277.764160 Iteration 3F: 3 clusters Score -91345.39 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -91426.671875 Penalty: 2277.764160 Iteration 4Q: 3 clusters Score -91426.67 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -91482.328125 Penalty: 2277.764160 Iteration 5Q: 3 clusters Score -91482.33 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -91532.039062 Penalty: 2277.764160 Iteration 6Q: 3 clusters Score -91532.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -91558.445312 Penalty: 2277.764160 Iteration 7Q: 3 clusters Score -91558.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -91584.296875 Penalty: 2277.764160 Iteration 8Q: 3 clusters Score -91584.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -91615.335938 Penalty: 2277.764160 Iteration 9Q: 3 clusters Score -91615.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -91657.398438 Penalty: 2277.764160 Iteration 10Q: 3 clusters Score -91657.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -91706.640625 Penalty: 2277.764160 Iteration 11Q: 3 clusters Score -91706.64 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -91735.414062 Penalty: 2277.764160 Iteration 12Q: 3 clusters Score -91735.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -91771.320312 Penalty: 2277.764160 Iteration 13Q: 3 clusters Score -91771.32 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -91792.234375 Penalty: 2277.764160 Iteration 14Q: 3 clusters Score -91792.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -91806.343750 Penalty: 2277.764160 Iteration 15Q: 3 clusters Score -91806.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -91814.062500 Penalty: 2277.764160 Iteration 16Q: 3 clusters Score -91814.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -91822.625000 Penalty: 2277.764160 Iteration 17Q: 3 clusters Score -91822.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -91825.742188 Penalty: 2277.764160 Iteration 18Q: 3 clusters Score -91825.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -91826.445312 Penalty: 2277.764160 Iteration 19Q: 3 clusters Score -91826.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -91833.242188 Penalty: 2277.764160 Iteration 20F: 3 clusters Score -91833.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -91858.335938 Penalty: 2277.764160 Iteration 21Q: 3 clusters Score -91858.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -91874.093750 Penalty: 2277.764160 Iteration 22Q: 3 clusters Score -91874.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -91893.921875 Penalty: 2277.764160 Iteration 23Q: 3 clusters Score -91893.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -91909.390625 Penalty: 2277.764160 Iteration 24Q: 3 clusters Score -91909.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -91920.320312 Penalty: 2277.764160 Iteration 25Q: 3 clusters Score -91920.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -91925.007812 Penalty: 2277.764160 Iteration 26Q: 3 clusters Score -91925.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -91926.406250 Penalty: 2277.764160 Iteration 27Q: 3 clusters Score -91926.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -91926.757812 Penalty: 2277.764160 Iteration 28Q: 3 clusters Score -91926.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -91926.757812 Penalty: 2277.764160 Iteration 29F: 3 clusters Score -91926.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Entering Unmasked Estep Score: -207610.625000 Penalty: 1252.470703 Iteration 0F: 2 clusters Score -207610.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -205355.015625 Penalty: 2504.941406 Iteration 0F: 3 clusters Score -205355 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -205975.562500 Penalty: 2504.941406 Iteration 1F: 3 clusters Score -205975.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -206197.343750 Penalty: 2504.941406 Iteration 2F: 3 clusters Score -206197.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -206407.218750 Penalty: 2504.941406 Iteration 3F: 3 clusters Score -206407.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -206623.406250 Penalty: 2504.941406 Iteration 4F: 3 clusters Score -206623.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -206852.718750 Penalty: 2504.941406 Iteration 5F: 3 clusters Score -206852.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -207028.765625 Penalty: 2504.941406 Iteration 6F: 3 clusters Score -207028.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -207163.812500 Penalty: 2504.941406 Iteration 7Q: 3 clusters Score -207163.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -207334.140625 Penalty: 2504.941406 Iteration 8Q: 3 clusters Score -207334.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -207588.109375 Penalty: 2504.941406 Iteration 9Q: 3 clusters Score -207588.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -207802.781250 Penalty: 2504.941406 Iteration 10Q: 3 clusters Score -207802.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -207991.656250 Penalty: 2504.941406 Iteration 11Q: 3 clusters Score -207991.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -208100.640625 Penalty: 2504.941406 Iteration 12Q: 3 clusters Score -208100.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -208184.843750 Penalty: 2504.941406 Iteration 13Q: 3 clusters Score -208184.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -208266.734375 Penalty: 2504.941406 Iteration 14Q: 3 clusters Score -208266.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -208336.156250 Penalty: 2504.941406 Iteration 15Q: 3 clusters Score -208336.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -208417.296875 Penalty: 2504.941406 Iteration 16Q: 3 clusters Score -208417.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -208476.875000 Penalty: 2504.941406 Iteration 17Q: 3 clusters Score -208476.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -208493.687500 Penalty: 2504.941406 Iteration 18Q: 3 clusters Score -208493.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -208504.406250 Penalty: 2504.941406 Iteration 19Q: 3 clusters Score -208504.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -208506.640625 Penalty: 2504.941406 Iteration 20F: 3 clusters Score -208506.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -208508.796875 Penalty: 2504.941406 Iteration 21Q: 3 clusters Score -208508.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -208509.796875 Penalty: 2504.941406 Iteration 22Q: 3 clusters Score -208509.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -208511.000000 Penalty: 2504.941406 Iteration 23Q: 3 clusters Score -208511 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -208516.359375 Penalty: 2504.941406 Iteration 24Q: 3 clusters Score -208516.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -208516.343750 Penalty: 2504.941406 Iteration 25Q: 3 clusters Score -208516.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -208516.343750 Penalty: 2504.941406 Iteration 26F: 3 clusters Score -208516.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 1199 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 8073 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 664 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 487 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14742 members Mstep: Class 34 contains 1026 members Entering Unmasked Estep Score: -8166455.000000 Penalty: 62884.710938 Splitting cluster 5 changes total score from -8166152.000000 to -8166455.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 6 (2902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Entering Unmasked Estep Score: -283834.468750 Penalty: 1295.637817 Iteration 0F: 2 clusters Score -283834.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -281233.406250 Penalty: 2591.275635 Iteration 0F: 3 clusters Score -281233.4 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -281863.906250 Penalty: 2591.275635 Iteration 1F: 3 clusters Score -281863.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -282003.656250 Penalty: 2591.275635 Iteration 2F: 3 clusters Score -282003.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -282078.500000 Penalty: 2591.275635 Iteration 3F: 3 clusters Score -282078.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -282131.531250 Penalty: 2591.275635 Iteration 4Q: 3 clusters Score -282131.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -282171.406250 Penalty: 2591.275635 Iteration 5Q: 3 clusters Score -282171.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -282198.625000 Penalty: 2591.275635 Iteration 6Q: 3 clusters Score -282198.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -282226.843750 Penalty: 2591.275635 Iteration 7Q: 3 clusters Score -282226.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -282251.562500 Penalty: 2591.275635 Iteration 8Q: 3 clusters Score -282251.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -282275.031250 Penalty: 2591.275635 Iteration 9Q: 3 clusters Score -282275 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -282301.687500 Penalty: 2591.275635 Iteration 10Q: 3 clusters Score -282301.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -282322.906250 Penalty: 2591.275635 Iteration 11Q: 3 clusters Score -282322.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -282347.781250 Penalty: 2591.275635 Iteration 12Q: 3 clusters Score -282347.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -282374.562500 Penalty: 2591.275635 Iteration 13Q: 3 clusters Score -282374.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -282395.312500 Penalty: 2591.275635 Iteration 14Q: 3 clusters Score -282395.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -282410.406250 Penalty: 2591.275635 Iteration 15Q: 3 clusters Score -282410.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -282426.468750 Penalty: 2591.275635 Iteration 16Q: 3 clusters Score -282426.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -282440.562500 Penalty: 2591.275635 Iteration 17Q: 3 clusters Score -282440.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -282456.750000 Penalty: 2591.275635 Iteration 18Q: 3 clusters Score -282456.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -282478.656250 Penalty: 2591.275635 Iteration 19Q: 3 clusters Score -282478.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -282502.468750 Penalty: 2591.275635 Iteration 20F: 3 clusters Score -282502.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -282525.375000 Penalty: 2591.275635 Iteration 21Q: 3 clusters Score -282525.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -282544.500000 Penalty: 2591.275635 Iteration 22Q: 3 clusters Score -282544.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -282569.187500 Penalty: 2591.275635 Iteration 23Q: 3 clusters Score -282569.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -282588.968750 Penalty: 2591.275635 Iteration 24Q: 3 clusters Score -282589 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -282605.281250 Penalty: 2591.275635 Iteration 25Q: 3 clusters Score -282605.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -282619.625000 Penalty: 2591.275635 Iteration 26Q: 3 clusters Score -282619.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -282627.531250 Penalty: 2591.275635 Iteration 27Q: 3 clusters Score -282627.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -282638.906250 Penalty: 2591.275635 Iteration 28Q: 3 clusters Score -282638.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -282647.406250 Penalty: 2591.275635 Iteration 29Q: 3 clusters Score -282647.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -282655.625000 Penalty: 2591.275635 Iteration 30Q: 3 clusters Score -282655.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -282665.812500 Penalty: 2591.275635 Iteration 31Q: 3 clusters Score -282665.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -282680.281250 Penalty: 2591.275635 Iteration 32Q: 3 clusters Score -282680.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -282698.937500 Penalty: 2591.275635 Iteration 33Q: 3 clusters Score -282698.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -282716.312500 Penalty: 2591.275635 Iteration 34Q: 3 clusters Score -282716.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -282727.656250 Penalty: 2591.275635 Iteration 35Q: 3 clusters Score -282727.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -282733.343750 Penalty: 2591.275635 Iteration 36Q: 3 clusters Score -282733.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -282735.625000 Penalty: 2591.275635 Iteration 37Q: 3 clusters Score -282735.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -282739.375000 Penalty: 2591.275635 Iteration 38Q: 3 clusters Score -282739.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -282748.093750 Penalty: 2591.275635 Iteration 39Q: 3 clusters Score -282748.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -282753.156250 Penalty: 2591.275635 Iteration 40F: 3 clusters Score -282753.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -282757.125000 Penalty: 2591.275635 Iteration 41Q: 3 clusters Score -282757.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -282760.281250 Penalty: 2591.275635 Iteration 42Q: 3 clusters Score -282760.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -282766.187500 Penalty: 2591.275635 Iteration 43Q: 3 clusters Score -282766.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -282769.625000 Penalty: 2591.275635 Iteration 44Q: 3 clusters Score -282769.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -282770.000000 Penalty: 2591.275635 Iteration 45Q: 3 clusters Score -282770 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -282770.000000 Penalty: 2591.275635 Iteration 46F: 3 clusters Score -282770 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Entering Unmasked Estep Score: -821807.125000 Penalty: 1466.264526 Iteration 0F: 2 clusters Score -821807.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -815732.937500 Penalty: 2932.529053 Iteration 0F: 3 clusters Score -815732.9 nChanged 3506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -817574.187500 Penalty: 2932.529053 Iteration 1F: 3 clusters Score -817574.2 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -817799.812500 Penalty: 2932.529053 Iteration 2F: 3 clusters Score -817799.8 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -817960.625000 Penalty: 2932.529053 Iteration 3Q: 3 clusters Score -817960.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -818081.187500 Penalty: 2932.529053 Iteration 4Q: 3 clusters Score -818081.2 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -818181.937500 Penalty: 2932.529053 Iteration 5Q: 3 clusters Score -818181.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -818264.000000 Penalty: 2932.529053 Iteration 6Q: 3 clusters Score -818264 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -818332.937500 Penalty: 2932.529053 Iteration 7Q: 3 clusters Score -818332.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -818397.687500 Penalty: 2932.529053 Iteration 8Q: 3 clusters Score -818397.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -818459.437500 Penalty: 2932.529053 Iteration 9Q: 3 clusters Score -818459.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -818519.062500 Penalty: 2932.529053 Iteration 10Q: 3 clusters Score -818519.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -818581.062500 Penalty: 2932.529053 Iteration 11Q: 3 clusters Score -818581.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -818647.750000 Penalty: 2932.529053 Iteration 12Q: 3 clusters Score -818647.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -818745.812500 Penalty: 2932.529053 Iteration 13Q: 3 clusters Score -818745.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -818871.500000 Penalty: 2932.529053 Iteration 14Q: 3 clusters Score -818871.5 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -819014.812500 Penalty: 2932.529053 Iteration 15Q: 3 clusters Score -819014.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -819151.187500 Penalty: 2932.529053 Iteration 16Q: 3 clusters Score -819151.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -819306.187500 Penalty: 2932.529053 Iteration 17Q: 3 clusters Score -819306.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -819493.312500 Penalty: 2932.529053 Iteration 18Q: 3 clusters Score -819493.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -819660.000000 Penalty: 2932.529053 Iteration 19Q: 3 clusters Score -819660 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -819803.187500 Penalty: 2932.529053 Iteration 20F: 3 clusters Score -819803.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -819902.875000 Penalty: 2932.529053 Iteration 21Q: 3 clusters Score -819902.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -819967.750000 Penalty: 2932.529053 Iteration 22Q: 3 clusters Score -819967.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -820016.250000 Penalty: 2932.529053 Iteration 23Q: 3 clusters Score -820016.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -820064.312500 Penalty: 2932.529053 Iteration 24Q: 3 clusters Score -820064.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -820098.687500 Penalty: 2932.529053 Iteration 25Q: 3 clusters Score -820098.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -820125.125000 Penalty: 2932.529053 Iteration 26Q: 3 clusters Score -820125.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -820142.500000 Penalty: 2932.529053 Iteration 27Q: 3 clusters Score -820142.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -820158.562500 Penalty: 2932.529053 Iteration 28Q: 3 clusters Score -820158.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -820173.875000 Penalty: 2932.529053 Iteration 29Q: 3 clusters Score -820173.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -820185.875000 Penalty: 2932.529053 Iteration 30Q: 3 clusters Score -820185.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -820194.500000 Penalty: 2932.529053 Iteration 31Q: 3 clusters Score -820194.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -820199.250000 Penalty: 2932.529053 Iteration 32Q: 3 clusters Score -820199.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -820204.937500 Penalty: 2932.529053 Iteration 33Q: 3 clusters Score -820204.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -820207.187500 Penalty: 2932.529053 Iteration 34Q: 3 clusters Score -820207.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -820214.375000 Penalty: 2932.529053 Iteration 35Q: 3 clusters Score -820214.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -820219.937500 Penalty: 2932.529053 Iteration 36Q: 3 clusters Score -820219.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -820222.125000 Penalty: 2932.529053 Iteration 37Q: 3 clusters Score -820222.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -820228.500000 Penalty: 2932.529053 Iteration 38Q: 3 clusters Score -820228.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -820233.125000 Penalty: 2932.529053 Iteration 39Q: 3 clusters Score -820233.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -820240.375000 Penalty: 2932.529053 Iteration 40F: 3 clusters Score -820240.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -820251.125000 Penalty: 2932.529053 Iteration 41Q: 3 clusters Score -820251.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -820263.500000 Penalty: 2932.529053 Iteration 42Q: 3 clusters Score -820263.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -820268.062500 Penalty: 2932.529053 Iteration 43Q: 3 clusters Score -820268.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -820273.562500 Penalty: 2932.529053 Iteration 44Q: 3 clusters Score -820273.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -820278.562500 Penalty: 2932.529053 Iteration 45Q: 3 clusters Score -820278.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -820285.000000 Penalty: 2932.529053 Iteration 46Q: 3 clusters Score -820285 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -820288.875000 Penalty: 2932.529053 Iteration 47Q: 3 clusters Score -820288.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -820293.875000 Penalty: 2932.529053 Iteration 48Q: 3 clusters Score -820293.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -820299.375000 Penalty: 2932.529053 Iteration 49Q: 3 clusters Score -820299.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -820310.812500 Penalty: 2932.529053 Iteration 50Q: 3 clusters Score -820310.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -820319.687500 Penalty: 2932.529053 Iteration 51Q: 3 clusters Score -820319.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -820324.625000 Penalty: 2932.529053 Iteration 52Q: 3 clusters Score -820324.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -820329.562500 Penalty: 2932.529053 Iteration 53Q: 3 clusters Score -820329.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -820337.250000 Penalty: 2932.529053 Iteration 54Q: 3 clusters Score -820337.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -820343.687500 Penalty: 2932.529053 Iteration 55Q: 3 clusters Score -820343.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -820346.937500 Penalty: 2932.529053 Iteration 56Q: 3 clusters Score -820346.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -820349.937500 Penalty: 2932.529053 Iteration 57Q: 3 clusters Score -820349.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -820350.812500 Penalty: 2932.529053 Iteration 58Q: 3 clusters Score -820350.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -820348.937500 Penalty: 2932.529053 Iteration 59Q: 3 clusters Score -820348.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -820348.937500 Penalty: 2932.529053 Iteration 60F: 3 clusters Score -820348.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Entering Unmasked Estep Score: -67975.226562 Penalty: 1062.212402 Iteration 0F: 2 clusters Score -67975.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -66762.062500 Penalty: 2124.424805 Iteration 0F: 3 clusters Score -66762.06 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -66985.445312 Penalty: 2124.424805 Iteration 1F: 3 clusters Score -66985.45 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -67036.867188 Penalty: 2124.424805 Iteration 2F: 3 clusters Score -67036.87 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -67061.164062 Penalty: 2124.424805 Iteration 3Q: 3 clusters Score -67061.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -67073.257812 Penalty: 2124.424805 Iteration 4Q: 3 clusters Score -67073.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67081.046875 Penalty: 2124.424805 Iteration 5Q: 3 clusters Score -67081.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -67088.414062 Penalty: 2124.424805 Iteration 6Q: 3 clusters Score -67088.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -67089.648438 Penalty: 2124.424805 Iteration 7Q: 3 clusters Score -67089.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67091.460938 Penalty: 2124.424805 Iteration 8Q: 3 clusters Score -67091.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67095.031250 Penalty: 2124.424805 Iteration 9Q: 3 clusters Score -67095.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -67097.648438 Penalty: 2124.424805 Iteration 10Q: 3 clusters Score -67097.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -67099.914062 Penalty: 2124.424805 Iteration 11Q: 3 clusters Score -67099.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -67101.343750 Penalty: 2124.424805 Iteration 12Q: 3 clusters Score -67101.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -67105.601562 Penalty: 2124.424805 Iteration 13Q: 3 clusters Score -67105.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -67108.234375 Penalty: 2124.424805 Iteration 14Q: 3 clusters Score -67108.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -67110.953125 Penalty: 2124.424805 Iteration 15Q: 3 clusters Score -67110.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -67112.882812 Penalty: 2124.424805 Iteration 16Q: 3 clusters Score -67112.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67113.093750 Penalty: 2124.424805 Iteration 17Q: 3 clusters Score -67113.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -67113.093750 Penalty: 2124.424805 Iteration 18F: 3 clusters Score -67113.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Entering Unmasked Estep Score: -263817.750000 Penalty: 1283.853516 Iteration 0F: 2 clusters Score -263817.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -261265.140625 Penalty: 2567.707031 Iteration 0F: 3 clusters Score -261265.1 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -261920.687500 Penalty: 2567.707031 Iteration 1F: 3 clusters Score -261920.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -262112.984375 Penalty: 2567.707031 Iteration 2F: 3 clusters Score -262113 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -262276.562500 Penalty: 2567.707031 Iteration 3F: 3 clusters Score -262276.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -262428.906250 Penalty: 2567.707031 Iteration 4F: 3 clusters Score -262428.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -262534.781250 Penalty: 2567.707031 Iteration 5Q: 3 clusters Score -262534.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -262626.093750 Penalty: 2567.707031 Iteration 6Q: 3 clusters Score -262626.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -262716.906250 Penalty: 2567.707031 Iteration 7Q: 3 clusters Score -262716.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -262824.843750 Penalty: 2567.707031 Iteration 8Q: 3 clusters Score -262824.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -262947.125000 Penalty: 2567.707031 Iteration 9Q: 3 clusters Score -262947.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -263082.531250 Penalty: 2567.707031 Iteration 10Q: 3 clusters Score -263082.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -263246.000000 Penalty: 2567.707031 Iteration 11Q: 3 clusters Score -263246 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -263384.281250 Penalty: 2567.707031 Iteration 12Q: 3 clusters Score -263384.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -263483.781250 Penalty: 2567.707031 Iteration 13Q: 3 clusters Score -263483.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -263530.531250 Penalty: 2567.707031 Iteration 14Q: 3 clusters Score -263530.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -263553.437500 Penalty: 2567.707031 Iteration 15Q: 3 clusters Score -263553.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -263568.562500 Penalty: 2567.707031 Iteration 16Q: 3 clusters Score -263568.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -263573.875000 Penalty: 2567.707031 Iteration 17Q: 3 clusters Score -263573.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -263575.250000 Penalty: 2567.707031 Iteration 18Q: 3 clusters Score -263575.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -263576.125000 Penalty: 2567.707031 Iteration 19Q: 3 clusters Score -263576.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -263575.906250 Penalty: 2567.707031 Iteration 20F: 3 clusters Score -263575.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -263576.281250 Penalty: 2567.707031 Iteration 21Q: 3 clusters Score -263576.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -263576.812500 Penalty: 2567.707031 Iteration 22Q: 3 clusters Score -263576.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -263577.281250 Penalty: 2567.707031 Iteration 23Q: 3 clusters Score -263577.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -263577.281250 Penalty: 2567.707031 Iteration 24F: 3 clusters Score -263577.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Entering Unmasked Estep Score: -458708.437500 Penalty: 1371.234497 Iteration 0F: 2 clusters Score -458708.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -454959.937500 Penalty: 2742.468994 Iteration 0F: 3 clusters Score -454959.9 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -455972.312500 Penalty: 2742.468994 Iteration 1F: 3 clusters Score -455972.3 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -456232.250000 Penalty: 2742.468994 Iteration 2F: 3 clusters Score -456232.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -456496.093750 Penalty: 2742.468994 Iteration 3F: 3 clusters Score -456496.1 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -456792.343750 Penalty: 2742.468994 Iteration 4F: 3 clusters Score -456792.3 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -457142.812500 Penalty: 2742.468994 Iteration 5F: 3 clusters Score -457142.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -457525.781250 Penalty: 2742.468994 Iteration 6F: 3 clusters Score -457525.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -457789.093750 Penalty: 2742.468994 Iteration 7F: 3 clusters Score -457789.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -457939.375000 Penalty: 2742.468994 Iteration 8Q: 3 clusters Score -457939.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -458033.187500 Penalty: 2742.468994 Iteration 9Q: 3 clusters Score -458033.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -458100.562500 Penalty: 2742.468994 Iteration 10Q: 3 clusters Score -458100.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -458153.875000 Penalty: 2742.468994 Iteration 11Q: 3 clusters Score -458153.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -458185.062500 Penalty: 2742.468994 Iteration 12Q: 3 clusters Score -458185.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -458203.031250 Penalty: 2742.468994 Iteration 13Q: 3 clusters Score -458203 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -458211.343750 Penalty: 2742.468994 Iteration 14Q: 3 clusters Score -458211.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -458216.031250 Penalty: 2742.468994 Iteration 15Q: 3 clusters Score -458216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -458218.625000 Penalty: 2742.468994 Iteration 16Q: 3 clusters Score -458218.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -458221.937500 Penalty: 2742.468994 Iteration 17Q: 3 clusters Score -458221.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -458225.312500 Penalty: 2742.468994 Iteration 18Q: 3 clusters Score -458225.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -458227.593750 Penalty: 2742.468994 Iteration 19Q: 3 clusters Score -458227.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -458233.312500 Penalty: 2742.468994 Iteration 20F: 3 clusters Score -458233.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -458235.625000 Penalty: 2742.468994 Iteration 21Q: 3 clusters Score -458235.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -458236.156250 Penalty: 2742.468994 Iteration 22Q: 3 clusters Score -458236.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -458236.031250 Penalty: 2742.468994 Iteration 23Q: 3 clusters Score -458236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -458236.031250 Penalty: 2742.468994 Iteration 24F: 3 clusters Score -458236 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Entering Unmasked Estep Score: -806407.437500 Penalty: 1463.597534 Iteration 0F: 2 clusters Score -806407.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -800368.687500 Penalty: 2927.195068 Iteration 0F: 3 clusters Score -800368.7 nChanged 3419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -802269.875000 Penalty: 2927.195068 Iteration 1F: 3 clusters Score -802269.9 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -802530.250000 Penalty: 2927.195068 Iteration 2F: 3 clusters Score -802530.2 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -802785.437500 Penalty: 2927.195068 Iteration 3F: 3 clusters Score -802785.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -803019.375000 Penalty: 2927.195068 Iteration 4Q: 3 clusters Score -803019.4 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -803258.875000 Penalty: 2927.195068 Iteration 5Q: 3 clusters Score -803258.9 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -803506.187500 Penalty: 2927.195068 Iteration 6Q: 3 clusters Score -803506.2 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -803758.812500 Penalty: 2927.195068 Iteration 7Q: 3 clusters Score -803758.8 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -803975.750000 Penalty: 2927.195068 Iteration 8Q: 3 clusters Score -803975.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -804163.750000 Penalty: 2927.195068 Iteration 9Q: 3 clusters Score -804163.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -804311.937500 Penalty: 2927.195068 Iteration 10Q: 3 clusters Score -804311.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -804420.375000 Penalty: 2927.195068 Iteration 11Q: 3 clusters Score -804420.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -804504.875000 Penalty: 2927.195068 Iteration 12Q: 3 clusters Score -804504.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -804555.687500 Penalty: 2927.195068 Iteration 13Q: 3 clusters Score -804555.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -804599.562500 Penalty: 2927.195068 Iteration 14Q: 3 clusters Score -804599.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -804628.250000 Penalty: 2927.195068 Iteration 15Q: 3 clusters Score -804628.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -804654.437500 Penalty: 2927.195068 Iteration 16Q: 3 clusters Score -804654.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -804685.437500 Penalty: 2927.195068 Iteration 17Q: 3 clusters Score -804685.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -804716.875000 Penalty: 2927.195068 Iteration 18Q: 3 clusters Score -804716.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -804745.687500 Penalty: 2927.195068 Iteration 19Q: 3 clusters Score -804745.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -804774.625000 Penalty: 2927.195068 Iteration 20F: 3 clusters Score -804774.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -804806.062500 Penalty: 2927.195068 Iteration 21Q: 3 clusters Score -804806.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -804829.000000 Penalty: 2927.195068 Iteration 22Q: 3 clusters Score -804829 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -804859.062500 Penalty: 2927.195068 Iteration 23Q: 3 clusters Score -804859.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -804893.812500 Penalty: 2927.195068 Iteration 24Q: 3 clusters Score -804893.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -804916.562500 Penalty: 2927.195068 Iteration 25Q: 3 clusters Score -804916.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -804930.875000 Penalty: 2927.195068 Iteration 26Q: 3 clusters Score -804930.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -804939.875000 Penalty: 2927.195068 Iteration 27Q: 3 clusters Score -804939.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -804946.750000 Penalty: 2927.195068 Iteration 28Q: 3 clusters Score -804946.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -804955.687500 Penalty: 2927.195068 Iteration 29Q: 3 clusters Score -804955.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -804966.187500 Penalty: 2927.195068 Iteration 30Q: 3 clusters Score -804966.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -804982.000000 Penalty: 2927.195068 Iteration 31Q: 3 clusters Score -804982 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -804994.312500 Penalty: 2927.195068 Iteration 32Q: 3 clusters Score -804994.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -805007.375000 Penalty: 2927.195068 Iteration 33Q: 3 clusters Score -805007.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -805026.375000 Penalty: 2927.195068 Iteration 34Q: 3 clusters Score -805026.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -805036.187500 Penalty: 2927.195068 Iteration 35Q: 3 clusters Score -805036.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -805049.812500 Penalty: 2927.195068 Iteration 36Q: 3 clusters Score -805049.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -805056.250000 Penalty: 2927.195068 Iteration 37Q: 3 clusters Score -805056.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -805060.875000 Penalty: 2927.195068 Iteration 38Q: 3 clusters Score -805060.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -805069.125000 Penalty: 2927.195068 Iteration 39Q: 3 clusters Score -805069.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -805075.312500 Penalty: 2927.195068 Iteration 40F: 3 clusters Score -805075.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -805083.812500 Penalty: 2927.195068 Iteration 41Q: 3 clusters Score -805083.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -805089.000000 Penalty: 2927.195068 Iteration 42Q: 3 clusters Score -805089 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -805092.750000 Penalty: 2927.195068 Iteration 43Q: 3 clusters Score -805092.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -805098.062500 Penalty: 2927.195068 Iteration 44Q: 3 clusters Score -805098.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -805100.437500 Penalty: 2927.195068 Iteration 45Q: 3 clusters Score -805100.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -805102.625000 Penalty: 2927.195068 Iteration 46Q: 3 clusters Score -805102.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -805102.312500 Penalty: 2927.195068 Iteration 47Q: 3 clusters Score -805102.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -805104.125000 Penalty: 2927.195068 Iteration 48Q: 3 clusters Score -805104.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -805104.750000 Penalty: 2927.195068 Iteration 49Q: 3 clusters Score -805104.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -805103.187500 Penalty: 2927.195068 Iteration 50Q: 3 clusters Score -805103.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -805105.687500 Penalty: 2927.195068 Iteration 51Q: 3 clusters Score -805105.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -805105.312500 Penalty: 2927.195068 Iteration 52Q: 3 clusters Score -805105.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -805105.687500 Penalty: 2927.195068 Iteration 53Q: 3 clusters Score -805105.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -805104.500000 Penalty: 2927.195068 Iteration 54Q: 3 clusters Score -805104.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -805104.437500 Penalty: 2927.195068 Iteration 55Q: 3 clusters Score -805104.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -805104.750000 Penalty: 2927.195068 Iteration 56Q: 3 clusters Score -805104.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -805105.062500 Penalty: 2927.195068 Iteration 57Q: 3 clusters Score -805105.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -805106.125000 Penalty: 2927.195068 Iteration 58Q: 3 clusters Score -805106.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -805106.125000 Penalty: 2927.195068 Iteration 59F: 3 clusters Score -805106.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Entering Unmasked Estep Score: -176455.515625 Penalty: 1220.977783 Iteration 0F: 2 clusters Score -176455.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -174497.265625 Penalty: 2441.955566 Iteration 0F: 3 clusters Score -174497.3 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -174928.640625 Penalty: 2441.955566 Iteration 1F: 3 clusters Score -174928.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -175010.546875 Penalty: 2441.955566 Iteration 2F: 3 clusters Score -175010.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -175062.468750 Penalty: 2441.955566 Iteration 3Q: 3 clusters Score -175062.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -175090.718750 Penalty: 2441.955566 Iteration 4Q: 3 clusters Score -175090.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -175113.187500 Penalty: 2441.955566 Iteration 5Q: 3 clusters Score -175113.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -175138.843750 Penalty: 2441.955566 Iteration 6Q: 3 clusters Score -175138.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -175159.968750 Penalty: 2441.955566 Iteration 7Q: 3 clusters Score -175160 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -175189.281250 Penalty: 2441.955566 Iteration 8Q: 3 clusters Score -175189.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -175217.843750 Penalty: 2441.955566 Iteration 9Q: 3 clusters Score -175217.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -175251.218750 Penalty: 2441.955566 Iteration 10Q: 3 clusters Score -175251.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -175279.562500 Penalty: 2441.955566 Iteration 11Q: 3 clusters Score -175279.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -175308.750000 Penalty: 2441.955566 Iteration 12Q: 3 clusters Score -175308.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -175362.031250 Penalty: 2441.955566 Iteration 13Q: 3 clusters Score -175362 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -175438.671875 Penalty: 2441.955566 Iteration 14Q: 3 clusters Score -175438.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -175513.531250 Penalty: 2441.955566 Iteration 15Q: 3 clusters Score -175513.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -175581.687500 Penalty: 2441.955566 Iteration 16Q: 3 clusters Score -175581.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -175647.062500 Penalty: 2441.955566 Iteration 17Q: 3 clusters Score -175647.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -175723.875000 Penalty: 2441.955566 Iteration 18Q: 3 clusters Score -175723.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -175830.187500 Penalty: 2441.955566 Iteration 19Q: 3 clusters Score -175830.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -175997.718750 Penalty: 2441.955566 Iteration 20F: 3 clusters Score -175997.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -176187.796875 Penalty: 2441.955566 Iteration 21Q: 3 clusters Score -176187.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -176330.781250 Penalty: 2441.955566 Iteration 22Q: 3 clusters Score -176330.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -176405.843750 Penalty: 2441.955566 Iteration 23Q: 3 clusters Score -176405.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -176445.515625 Penalty: 2441.955566 Iteration 24Q: 3 clusters Score -176445.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -176450.937500 Penalty: 2441.955566 Iteration 25Q: 3 clusters Score -176450.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -176451.890625 Penalty: 2441.955566 Iteration 26Q: 3 clusters Score -176451.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -176451.890625 Penalty: 2441.955566 Iteration 27F: 3 clusters Score -176451.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Entering Unmasked Estep Score: -123393.390625 Penalty: 1160.452271 Iteration 0F: 2 clusters Score -123393.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -121781.671875 Penalty: 2320.904541 Iteration 0F: 3 clusters Score -121781.7 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -122094.515625 Penalty: 2320.904541 Iteration 1F: 3 clusters Score -122094.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -122172.781250 Penalty: 2320.904541 Iteration 2F: 3 clusters Score -122172.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -122214.406250 Penalty: 2320.904541 Iteration 3Q: 3 clusters Score -122214.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -122243.171875 Penalty: 2320.904541 Iteration 4Q: 3 clusters Score -122243.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -122265.421875 Penalty: 2320.904541 Iteration 5Q: 3 clusters Score -122265.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -122284.320312 Penalty: 2320.904541 Iteration 6Q: 3 clusters Score -122284.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -122297.031250 Penalty: 2320.904541 Iteration 7Q: 3 clusters Score -122297 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -122300.531250 Penalty: 2320.904541 Iteration 8Q: 3 clusters Score -122300.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -122303.804688 Penalty: 2320.904541 Iteration 9Q: 3 clusters Score -122303.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -122304.359375 Penalty: 2320.904541 Iteration 10Q: 3 clusters Score -122304.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -122304.359375 Penalty: 2320.904541 Iteration 11F: 3 clusters Score -122304.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Entering Unmasked Estep Score: -89442.578125 Penalty: 1108.607056 Iteration 0F: 2 clusters Score -89442.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -88023.898438 Penalty: 2217.214111 Iteration 0F: 3 clusters Score -88023.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -88256.875000 Penalty: 2217.214111 Iteration 1F: 3 clusters Score -88256.88 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -88333.789062 Penalty: 2217.214111 Iteration 2F: 3 clusters Score -88333.79 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -88379.546875 Penalty: 2217.214111 Iteration 3Q: 3 clusters Score -88379.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -88404.125000 Penalty: 2217.214111 Iteration 4Q: 3 clusters Score -88404.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -88418.453125 Penalty: 2217.214111 Iteration 5Q: 3 clusters Score -88418.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -88421.453125 Penalty: 2217.214111 Iteration 6Q: 3 clusters Score -88421.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -88427.234375 Penalty: 2217.214111 Iteration 7Q: 3 clusters Score -88427.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -88432.070312 Penalty: 2217.214111 Iteration 8Q: 3 clusters Score -88432.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -88436.023438 Penalty: 2217.214111 Iteration 9Q: 3 clusters Score -88436.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -88442.203125 Penalty: 2217.214111 Iteration 10Q: 3 clusters Score -88442.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -88447.773438 Penalty: 2217.214111 Iteration 11Q: 3 clusters Score -88447.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -88450.656250 Penalty: 2217.214111 Iteration 12Q: 3 clusters Score -88450.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -88451.562500 Penalty: 2217.214111 Iteration 13Q: 3 clusters Score -88451.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -88453.156250 Penalty: 2217.214111 Iteration 14Q: 3 clusters Score -88453.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -88460.617188 Penalty: 2217.214111 Iteration 15Q: 3 clusters Score -88460.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -88466.828125 Penalty: 2217.214111 Iteration 16Q: 3 clusters Score -88466.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -88475.546875 Penalty: 2217.214111 Iteration 17Q: 3 clusters Score -88475.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -88478.992188 Penalty: 2217.214111 Iteration 18Q: 3 clusters Score -88478.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -88481.203125 Penalty: 2217.214111 Iteration 19Q: 3 clusters Score -88481.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -88483.132812 Penalty: 2217.214111 Iteration 20F: 3 clusters Score -88483.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -88485.218750 Penalty: 2217.214111 Iteration 21Q: 3 clusters Score -88485.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -88487.468750 Penalty: 2217.214111 Iteration 22Q: 3 clusters Score -88487.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -88488.351562 Penalty: 2217.214111 Iteration 23Q: 3 clusters Score -88488.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -88488.695312 Penalty: 2217.214111 Iteration 24Q: 3 clusters Score -88488.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -88488.867188 Penalty: 2217.214111 Iteration 25Q: 3 clusters Score -88488.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -88488.867188 Penalty: 2217.214111 Iteration 26F: 3 clusters Score -88488.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Entering Unmasked Estep Score: -108924.406250 Penalty: 1158.640991 Iteration 0F: 2 clusters Score -108924.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -107354.218750 Penalty: 2317.281982 Iteration 0F: 3 clusters Score -107354.2 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -107720.093750 Penalty: 2317.281982 Iteration 1F: 3 clusters Score -107720.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -107894.203125 Penalty: 2317.281982 Iteration 2F: 3 clusters Score -107894.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -108057.929688 Penalty: 2317.281982 Iteration 3F: 3 clusters Score -108057.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -108152.406250 Penalty: 2317.281982 Iteration 4F: 3 clusters Score -108152.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -108205.757812 Penalty: 2317.281982 Iteration 5Q: 3 clusters Score -108205.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -108243.695312 Penalty: 2317.281982 Iteration 6Q: 3 clusters Score -108243.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -108271.289062 Penalty: 2317.281982 Iteration 7Q: 3 clusters Score -108271.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -108306.500000 Penalty: 2317.281982 Iteration 8Q: 3 clusters Score -108306.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -108335.507812 Penalty: 2317.281982 Iteration 9Q: 3 clusters Score -108335.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -108350.203125 Penalty: 2317.281982 Iteration 10Q: 3 clusters Score -108350.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -108357.906250 Penalty: 2317.281982 Iteration 11Q: 3 clusters Score -108357.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -108364.140625 Penalty: 2317.281982 Iteration 12Q: 3 clusters Score -108364.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -108368.156250 Penalty: 2317.281982 Iteration 13Q: 3 clusters Score -108368.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -108370.000000 Penalty: 2317.281982 Iteration 14Q: 3 clusters Score -108370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -108370.812500 Penalty: 2317.281982 Iteration 15Q: 3 clusters Score -108370.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -108372.953125 Penalty: 2317.281982 Iteration 16Q: 3 clusters Score -108373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -108376.398438 Penalty: 2317.281982 Iteration 17Q: 3 clusters Score -108376.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -108377.148438 Penalty: 2317.281982 Iteration 18Q: 3 clusters Score -108377.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -108377.539062 Penalty: 2317.281982 Iteration 19Q: 3 clusters Score -108377.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -108377.539062 Penalty: 2317.281982 Iteration 20F: 3 clusters Score -108377.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Entering Unmasked Estep Score: -83337.257812 Penalty: 1100.253296 Iteration 0F: 2 clusters Score -83337.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -82004.796875 Penalty: 2200.506592 Iteration 0F: 3 clusters Score -82004.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -82268.757812 Penalty: 2200.506592 Iteration 1F: 3 clusters Score -82268.76 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -82328.593750 Penalty: 2200.506592 Iteration 2F: 3 clusters Score -82328.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -82352.859375 Penalty: 2200.506592 Iteration 3Q: 3 clusters Score -82352.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -82371.140625 Penalty: 2200.506592 Iteration 4Q: 3 clusters Score -82371.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -82387.093750 Penalty: 2200.506592 Iteration 5Q: 3 clusters Score -82387.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -82399.328125 Penalty: 2200.506592 Iteration 6Q: 3 clusters Score -82399.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -82412.203125 Penalty: 2200.506592 Iteration 7Q: 3 clusters Score -82412.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -82420.898438 Penalty: 2200.506592 Iteration 8Q: 3 clusters Score -82420.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -82431.515625 Penalty: 2200.506592 Iteration 9Q: 3 clusters Score -82431.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -82444.828125 Penalty: 2200.506592 Iteration 10Q: 3 clusters Score -82444.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -82462.054688 Penalty: 2200.506592 Iteration 11Q: 3 clusters Score -82462.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -82472.687500 Penalty: 2200.506592 Iteration 12Q: 3 clusters Score -82472.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -82489.695312 Penalty: 2200.506592 Iteration 13Q: 3 clusters Score -82489.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -82502.554688 Penalty: 2200.506592 Iteration 14Q: 3 clusters Score -82502.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -82513.398438 Penalty: 2200.506592 Iteration 15Q: 3 clusters Score -82513.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -82517.804688 Penalty: 2200.506592 Iteration 16Q: 3 clusters Score -82517.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -82522.968750 Penalty: 2200.506592 Iteration 17Q: 3 clusters Score -82522.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -82528.859375 Penalty: 2200.506592 Iteration 18Q: 3 clusters Score -82528.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -82539.648438 Penalty: 2200.506592 Iteration 19Q: 3 clusters Score -82539.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -82547.843750 Penalty: 2200.506592 Iteration 20F: 3 clusters Score -82547.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -82553.781250 Penalty: 2200.506592 Iteration 21Q: 3 clusters Score -82553.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -82557.125000 Penalty: 2200.506592 Iteration 22Q: 3 clusters Score -82557.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -82558.960938 Penalty: 2200.506592 Iteration 23Q: 3 clusters Score -82558.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -82560.468750 Penalty: 2200.506592 Iteration 24Q: 3 clusters Score -82560.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -82566.046875 Penalty: 2200.506592 Iteration 25Q: 3 clusters Score -82566.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -82568.570312 Penalty: 2200.506592 Iteration 26Q: 3 clusters Score -82568.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -82570.257812 Penalty: 2200.506592 Iteration 27Q: 3 clusters Score -82570.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -82572.312500 Penalty: 2200.506592 Iteration 28Q: 3 clusters Score -82572.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -82572.312500 Penalty: 2200.506592 Iteration 29F: 3 clusters Score -82572.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -76272.453125 Penalty: 1087.261841 Iteration 0F: 2 clusters Score -76272.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -74943.296875 Penalty: 2174.523682 Iteration 0F: 3 clusters Score -74943.3 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -75150.320312 Penalty: 2174.523682 Iteration 1F: 3 clusters Score -75150.32 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -75231.632812 Penalty: 2174.523682 Iteration 2F: 3 clusters Score -75231.63 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -75270.164062 Penalty: 2174.523682 Iteration 3Q: 3 clusters Score -75270.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -75281.382812 Penalty: 2174.523682 Iteration 4Q: 3 clusters Score -75281.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -75285.710938 Penalty: 2174.523682 Iteration 5Q: 3 clusters Score -75285.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -75293.914062 Penalty: 2174.523682 Iteration 6Q: 3 clusters Score -75293.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -75303.015625 Penalty: 2174.523682 Iteration 7Q: 3 clusters Score -75303.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -75305.859375 Penalty: 2174.523682 Iteration 8Q: 3 clusters Score -75305.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -75310.507812 Penalty: 2174.523682 Iteration 9Q: 3 clusters Score -75310.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -75315.257812 Penalty: 2174.523682 Iteration 10Q: 3 clusters Score -75315.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -75317.109375 Penalty: 2174.523682 Iteration 11Q: 3 clusters Score -75317.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -75317.789062 Penalty: 2174.523682 Iteration 12Q: 3 clusters Score -75317.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -75317.789062 Penalty: 2174.523682 Iteration 13F: 3 clusters Score -75317.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Entering Unmasked Estep Score: -193019.734375 Penalty: 1228.766724 Iteration 0F: 2 clusters Score -193019.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -190977.859375 Penalty: 2457.533447 Iteration 0F: 3 clusters Score -190977.9 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -191418.328125 Penalty: 2457.533447 Iteration 1F: 3 clusters Score -191418.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -191570.593750 Penalty: 2457.533447 Iteration 2F: 3 clusters Score -191570.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -191711.296875 Penalty: 2457.533447 Iteration 3F: 3 clusters Score -191711.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -191823.093750 Penalty: 2457.533447 Iteration 4F: 3 clusters Score -191823.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -191943.812500 Penalty: 2457.533447 Iteration 5F: 3 clusters Score -191943.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -192043.296875 Penalty: 2457.533447 Iteration 6Q: 3 clusters Score -192043.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -192122.421875 Penalty: 2457.533447 Iteration 7Q: 3 clusters Score -192122.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -192162.968750 Penalty: 2457.533447 Iteration 8Q: 3 clusters Score -192163 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -192183.531250 Penalty: 2457.533447 Iteration 9Q: 3 clusters Score -192183.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -192193.375000 Penalty: 2457.533447 Iteration 10Q: 3 clusters Score -192193.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -192199.484375 Penalty: 2457.533447 Iteration 11Q: 3 clusters Score -192199.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -192207.734375 Penalty: 2457.533447 Iteration 12Q: 3 clusters Score -192207.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -192214.484375 Penalty: 2457.533447 Iteration 13Q: 3 clusters Score -192214.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -192220.937500 Penalty: 2457.533447 Iteration 14Q: 3 clusters Score -192220.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -192226.562500 Penalty: 2457.533447 Iteration 15Q: 3 clusters Score -192226.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -192232.921875 Penalty: 2457.533447 Iteration 16Q: 3 clusters Score -192232.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -192234.078125 Penalty: 2457.533447 Iteration 17Q: 3 clusters Score -192234.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -192234.968750 Penalty: 2457.533447 Iteration 18Q: 3 clusters Score -192235 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -192236.609375 Penalty: 2457.533447 Iteration 19Q: 3 clusters Score -192236.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -192237.468750 Penalty: 2457.533447 Iteration 20F: 3 clusters Score -192237.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -192238.281250 Penalty: 2457.533447 Iteration 21Q: 3 clusters Score -192238.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -192238.484375 Penalty: 2457.533447 Iteration 22Q: 3 clusters Score -192238.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -192238.750000 Penalty: 2457.533447 Iteration 23Q: 3 clusters Score -192238.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -192238.750000 Penalty: 2457.533447 Iteration 24F: 3 clusters Score -192238.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Entering Unmasked Estep Score: -154266.796875 Penalty: 1199.392822 Iteration 0F: 2 clusters Score -154266.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -152453.687500 Penalty: 2398.785645 Iteration 0F: 3 clusters Score -152453.7 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -152971.656250 Penalty: 2398.785645 Iteration 1F: 3 clusters Score -152971.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -153169.359375 Penalty: 2398.785645 Iteration 2F: 3 clusters Score -153169.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -153291.781250 Penalty: 2398.785645 Iteration 3F: 3 clusters Score -153291.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -153398.140625 Penalty: 2398.785645 Iteration 4Q: 3 clusters Score -153398.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -153498.734375 Penalty: 2398.785645 Iteration 5Q: 3 clusters Score -153498.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -153584.312500 Penalty: 2398.785645 Iteration 6Q: 3 clusters Score -153584.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -153668.468750 Penalty: 2398.785645 Iteration 7Q: 3 clusters Score -153668.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -153724.437500 Penalty: 2398.785645 Iteration 8Q: 3 clusters Score -153724.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -153752.468750 Penalty: 2398.785645 Iteration 9Q: 3 clusters Score -153752.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -153776.250000 Penalty: 2398.785645 Iteration 10Q: 3 clusters Score -153776.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -153794.046875 Penalty: 2398.785645 Iteration 11Q: 3 clusters Score -153794 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -153801.046875 Penalty: 2398.785645 Iteration 12Q: 3 clusters Score -153801 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -153803.531250 Penalty: 2398.785645 Iteration 13Q: 3 clusters Score -153803.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -153807.546875 Penalty: 2398.785645 Iteration 14Q: 3 clusters Score -153807.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -153811.562500 Penalty: 2398.785645 Iteration 15Q: 3 clusters Score -153811.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -153816.078125 Penalty: 2398.785645 Iteration 16Q: 3 clusters Score -153816.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -153819.281250 Penalty: 2398.785645 Iteration 17Q: 3 clusters Score -153819.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -153822.828125 Penalty: 2398.785645 Iteration 18Q: 3 clusters Score -153822.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -153826.875000 Penalty: 2398.785645 Iteration 19Q: 3 clusters Score -153826.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -153829.109375 Penalty: 2398.785645 Iteration 20F: 3 clusters Score -153829.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Entering Unmasked Estep Score: -747648.812500 Penalty: 1461.895630 Iteration 0F: 2 clusters Score -747648.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -741715.312500 Penalty: 2923.791260 Iteration 0F: 3 clusters Score -741715.3 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -743740.687500 Penalty: 2923.791260 Iteration 1F: 3 clusters Score -743740.7 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -744623.437500 Penalty: 2923.791260 Iteration 2F: 3 clusters Score -744623.4 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -746706.437500 Penalty: 2923.791260 Iteration 3F: 3 clusters Score -746706.4 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -751473.500000 Penalty: 2923.791260 Iteration 4F: 3 clusters Score -751473.5 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -753271.437500 Penalty: 2923.791260 Iteration 5F: 3 clusters Score -753271.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -753487.437500 Penalty: 2923.791260 Iteration 6Q: 3 clusters Score -753487.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -753528.687500 Penalty: 2923.791260 Iteration 7Q: 3 clusters Score -753528.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -753535.750000 Penalty: 2923.791260 Iteration 8Q: 3 clusters Score -753535.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -753537.625000 Penalty: 2923.791260 Iteration 9Q: 3 clusters Score -753537.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -753538.625000 Penalty: 2923.791260 Iteration 10Q: 3 clusters Score -753538.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -753538.625000 Penalty: 2923.791260 Iteration 11F: 3 clusters Score -753538.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 1199 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5751 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 664 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 487 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14742 members Mstep: Class 34 contains 1026 members Mstep: Class 35 contains 2322 members Entering Unmasked Estep Score: -8171952.000000 Penalty: 64734.261719 Splitting cluster 20 changes total score from -8166152.000000 to -8171952.000000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 21 (1060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Entering Unmasked Estep Score: -103951.406250 Penalty: 1131.979004 Iteration 0F: 2 clusters Score -103951.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -102450.312500 Penalty: 2263.958008 Iteration 0F: 3 clusters Score -102450.3 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -102718.992188 Penalty: 2263.958008 Iteration 1F: 3 clusters Score -102719 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -102784.125000 Penalty: 2263.958008 Iteration 2F: 3 clusters Score -102784.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -102819.757812 Penalty: 2263.958008 Iteration 3Q: 3 clusters Score -102819.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -102839.968750 Penalty: 2263.958008 Iteration 4Q: 3 clusters Score -102840 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -102856.054688 Penalty: 2263.958008 Iteration 5Q: 3 clusters Score -102856.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -102867.359375 Penalty: 2263.958008 Iteration 6Q: 3 clusters Score -102867.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -102874.929688 Penalty: 2263.958008 Iteration 7Q: 3 clusters Score -102874.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -102880.914062 Penalty: 2263.958008 Iteration 8Q: 3 clusters Score -102880.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -102887.476562 Penalty: 2263.958008 Iteration 9Q: 3 clusters Score -102887.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -102890.617188 Penalty: 2263.958008 Iteration 10Q: 3 clusters Score -102890.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -102893.296875 Penalty: 2263.958008 Iteration 11Q: 3 clusters Score -102893.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -102895.843750 Penalty: 2263.958008 Iteration 12Q: 3 clusters Score -102895.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -102897.523438 Penalty: 2263.958008 Iteration 13Q: 3 clusters Score -102897.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -102898.679688 Penalty: 2263.958008 Iteration 14Q: 3 clusters Score -102898.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -102898.679688 Penalty: 2263.958008 Iteration 15F: 3 clusters Score -102898.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Entering Unmasked Estep Score: -16984.353516 Penalty: 882.268677 Iteration 0F: 2 clusters Score -16984.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -16222.391602 Penalty: 1764.537354 Iteration 0F: 3 clusters Score -16222.39 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -16391.738281 Penalty: 1764.537354 Iteration 1F: 3 clusters Score -16391.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -16441.255859 Penalty: 1764.537354 Iteration 2F: 3 clusters Score -16441.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -16458.740234 Penalty: 1764.537354 Iteration 3Q: 3 clusters Score -16458.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -16476.214844 Penalty: 1764.537354 Iteration 4Q: 3 clusters Score -16476.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -16479.115234 Penalty: 1764.537354 Iteration 5Q: 3 clusters Score -16479.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -16479.115234 Penalty: 1764.537354 Iteration 6F: 3 clusters Score -16479.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Entering Unmasked Estep Score: -707981.312500 Penalty: 1444.445435 Iteration 0F: 2 clusters Score -707981.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -702535.187500 Penalty: 2888.890869 Iteration 0F: 3 clusters Score -702535.2 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -704265.250000 Penalty: 2888.890869 Iteration 1F: 3 clusters Score -704265.2 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -704593.687500 Penalty: 2888.890869 Iteration 2F: 3 clusters Score -704593.7 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -704881.750000 Penalty: 2888.890869 Iteration 3F: 3 clusters Score -704881.8 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -705099.562500 Penalty: 2888.890869 Iteration 4Q: 3 clusters Score -705099.6 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -705292.125000 Penalty: 2888.890869 Iteration 5Q: 3 clusters Score -705292.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -705465.937500 Penalty: 2888.890869 Iteration 6Q: 3 clusters Score -705465.9 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -705643.375000 Penalty: 2888.890869 Iteration 7Q: 3 clusters Score -705643.4 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -705824.250000 Penalty: 2888.890869 Iteration 8Q: 3 clusters Score -705824.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -706016.625000 Penalty: 2888.890869 Iteration 9Q: 3 clusters Score -706016.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -706182.875000 Penalty: 2888.890869 Iteration 10Q: 3 clusters Score -706182.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -706295.375000 Penalty: 2888.890869 Iteration 11Q: 3 clusters Score -706295.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -706354.562500 Penalty: 2888.890869 Iteration 12Q: 3 clusters Score -706354.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -706408.062500 Penalty: 2888.890869 Iteration 13Q: 3 clusters Score -706408.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -706444.437500 Penalty: 2888.890869 Iteration 14Q: 3 clusters Score -706444.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -706467.937500 Penalty: 2888.890869 Iteration 15Q: 3 clusters Score -706467.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -706493.812500 Penalty: 2888.890869 Iteration 16Q: 3 clusters Score -706493.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -706511.250000 Penalty: 2888.890869 Iteration 17Q: 3 clusters Score -706511.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -706533.437500 Penalty: 2888.890869 Iteration 18Q: 3 clusters Score -706533.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -706552.562500 Penalty: 2888.890869 Iteration 19Q: 3 clusters Score -706552.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -706580.437500 Penalty: 2888.890869 Iteration 20F: 3 clusters Score -706580.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -706607.937500 Penalty: 2888.890869 Iteration 21Q: 3 clusters Score -706607.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -706637.562500 Penalty: 2888.890869 Iteration 22Q: 3 clusters Score -706637.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -706674.062500 Penalty: 2888.890869 Iteration 23Q: 3 clusters Score -706674.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -706701.562500 Penalty: 2888.890869 Iteration 24Q: 3 clusters Score -706701.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -706728.437500 Penalty: 2888.890869 Iteration 25Q: 3 clusters Score -706728.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -706754.125000 Penalty: 2888.890869 Iteration 26Q: 3 clusters Score -706754.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -706779.250000 Penalty: 2888.890869 Iteration 27Q: 3 clusters Score -706779.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -706802.937500 Penalty: 2888.890869 Iteration 28Q: 3 clusters Score -706802.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -706823.875000 Penalty: 2888.890869 Iteration 29Q: 3 clusters Score -706823.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -706838.937500 Penalty: 2888.890869 Iteration 30Q: 3 clusters Score -706838.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -706849.500000 Penalty: 2888.890869 Iteration 31Q: 3 clusters Score -706849.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -706860.500000 Penalty: 2888.890869 Iteration 32Q: 3 clusters Score -706860.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -706872.000000 Penalty: 2888.890869 Iteration 33Q: 3 clusters Score -706872 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -706885.250000 Penalty: 2888.890869 Iteration 34Q: 3 clusters Score -706885.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -706903.500000 Penalty: 2888.890869 Iteration 35Q: 3 clusters Score -706903.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -706918.625000 Penalty: 2888.890869 Iteration 36Q: 3 clusters Score -706918.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -706931.125000 Penalty: 2888.890869 Iteration 37Q: 3 clusters Score -706931.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -706941.375000 Penalty: 2888.890869 Iteration 38Q: 3 clusters Score -706941.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -706951.437500 Penalty: 2888.890869 Iteration 39Q: 3 clusters Score -706951.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -706958.625000 Penalty: 2888.890869 Iteration 40F: 3 clusters Score -706958.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -706963.437500 Penalty: 2888.890869 Iteration 41Q: 3 clusters Score -706963.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -706967.437500 Penalty: 2888.890869 Iteration 42Q: 3 clusters Score -706967.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -706969.250000 Penalty: 2888.890869 Iteration 43Q: 3 clusters Score -706969.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -706970.937500 Penalty: 2888.890869 Iteration 44Q: 3 clusters Score -706970.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -706975.187500 Penalty: 2888.890869 Iteration 45Q: 3 clusters Score -706975.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -706976.000000 Penalty: 2888.890869 Iteration 46Q: 3 clusters Score -706976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -706976.437500 Penalty: 2888.890869 Iteration 47Q: 3 clusters Score -706976.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -706978.687500 Penalty: 2888.890869 Iteration 48Q: 3 clusters Score -706978.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -706979.500000 Penalty: 2888.890869 Iteration 49Q: 3 clusters Score -706979.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -706979.250000 Penalty: 2888.890869 Iteration 50Q: 3 clusters Score -706979.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -706980.062500 Penalty: 2888.890869 Iteration 51Q: 3 clusters Score -706980.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -706980.875000 Penalty: 2888.890869 Iteration 52Q: 3 clusters Score -706980.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -706981.437500 Penalty: 2888.890869 Iteration 53Q: 3 clusters Score -706981.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -706981.750000 Penalty: 2888.890869 Iteration 54Q: 3 clusters Score -706981.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -706981.750000 Penalty: 2888.890869 Iteration 55Q: 3 clusters Score -706981.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -706983.000000 Penalty: 2888.890869 Iteration 56Q: 3 clusters Score -706983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -706983.000000 Penalty: 2888.890869 Iteration 57F: 3 clusters Score -706983 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1968 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Entering Unmasked Estep Score: -194604.062500 Penalty: 1232.525635 Iteration 0F: 2 clusters Score -194604.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -192527.312500 Penalty: 2465.051270 Iteration 0F: 3 clusters Score -192527.3 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -193002.156250 Penalty: 2465.051270 Iteration 1F: 3 clusters Score -193002.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -193121.718750 Penalty: 2465.051270 Iteration 2F: 3 clusters Score -193121.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -193194.312500 Penalty: 2465.051270 Iteration 3Q: 3 clusters Score -193194.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -193244.796875 Penalty: 2465.051270 Iteration 4Q: 3 clusters Score -193244.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -193273.281250 Penalty: 2465.051270 Iteration 5Q: 3 clusters Score -193273.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -193294.687500 Penalty: 2465.051270 Iteration 6Q: 3 clusters Score -193294.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -193307.171875 Penalty: 2465.051270 Iteration 7Q: 3 clusters Score -193307.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -193318.406250 Penalty: 2465.051270 Iteration 8Q: 3 clusters Score -193318.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -193334.812500 Penalty: 2465.051270 Iteration 9Q: 3 clusters Score -193334.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -193366.984375 Penalty: 2465.051270 Iteration 10Q: 3 clusters Score -193367 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -193399.687500 Penalty: 2465.051270 Iteration 11Q: 3 clusters Score -193399.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -193430.484375 Penalty: 2465.051270 Iteration 12Q: 3 clusters Score -193430.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -193472.703125 Penalty: 2465.051270 Iteration 13Q: 3 clusters Score -193472.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -193511.140625 Penalty: 2465.051270 Iteration 14Q: 3 clusters Score -193511.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -193557.000000 Penalty: 2465.051270 Iteration 15Q: 3 clusters Score -193557 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -193595.046875 Penalty: 2465.051270 Iteration 16Q: 3 clusters Score -193595 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -193617.265625 Penalty: 2465.051270 Iteration 17Q: 3 clusters Score -193617.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -193637.234375 Penalty: 2465.051270 Iteration 18Q: 3 clusters Score -193637.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -193652.578125 Penalty: 2465.051270 Iteration 19Q: 3 clusters Score -193652.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -193668.406250 Penalty: 2465.051270 Iteration 20F: 3 clusters Score -193668.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -193686.937500 Penalty: 2465.051270 Iteration 21Q: 3 clusters Score -193686.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -193704.078125 Penalty: 2465.051270 Iteration 22Q: 3 clusters Score -193704.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -193718.171875 Penalty: 2465.051270 Iteration 23Q: 3 clusters Score -193718.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -193735.234375 Penalty: 2465.051270 Iteration 24Q: 3 clusters Score -193735.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -193752.859375 Penalty: 2465.051270 Iteration 25Q: 3 clusters Score -193752.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -193761.250000 Penalty: 2465.051270 Iteration 26Q: 3 clusters Score -193761.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -193766.328125 Penalty: 2465.051270 Iteration 27Q: 3 clusters Score -193766.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -193771.843750 Penalty: 2465.051270 Iteration 28Q: 3 clusters Score -193771.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -193774.234375 Penalty: 2465.051270 Iteration 29Q: 3 clusters Score -193774.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -193775.015625 Penalty: 2465.051270 Iteration 30Q: 3 clusters Score -193775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -193775.687500 Penalty: 2465.051270 Iteration 31Q: 3 clusters Score -193775.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -193776.390625 Penalty: 2465.051270 Iteration 32Q: 3 clusters Score -193776.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -193778.765625 Penalty: 2465.051270 Iteration 33Q: 3 clusters Score -193778.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -193780.593750 Penalty: 2465.051270 Iteration 34Q: 3 clusters Score -193780.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -193783.265625 Penalty: 2465.051270 Iteration 35Q: 3 clusters Score -193783.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -193785.750000 Penalty: 2465.051270 Iteration 36Q: 3 clusters Score -193785.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -193787.515625 Penalty: 2465.051270 Iteration 37Q: 3 clusters Score -193787.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -193791.125000 Penalty: 2465.051270 Iteration 38Q: 3 clusters Score -193791.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -193793.812500 Penalty: 2465.051270 Iteration 39Q: 3 clusters Score -193793.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -193800.750000 Penalty: 2465.051270 Iteration 40F: 3 clusters Score -193800.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -193806.375000 Penalty: 2465.051270 Iteration 41Q: 3 clusters Score -193806.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -193809.750000 Penalty: 2465.051270 Iteration 42Q: 3 clusters Score -193809.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -193813.593750 Penalty: 2465.051270 Iteration 43Q: 3 clusters Score -193813.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -193815.515625 Penalty: 2465.051270 Iteration 44Q: 3 clusters Score -193815.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -193817.515625 Penalty: 2465.051270 Iteration 45Q: 3 clusters Score -193817.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -193817.515625 Penalty: 2465.051270 Iteration 46F: 3 clusters Score -193817.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Entering Unmasked Estep Score: -91604.140625 Penalty: 1128.883667 Iteration 0F: 2 clusters Score -91604.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -90158.148438 Penalty: 2257.767334 Iteration 0F: 3 clusters Score -90158.15 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -90463.718750 Penalty: 2257.767334 Iteration 1F: 3 clusters Score -90463.72 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -90566.515625 Penalty: 2257.767334 Iteration 2F: 3 clusters Score -90566.52 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -90626.210938 Penalty: 2257.767334 Iteration 3Q: 3 clusters Score -90626.21 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -90668.718750 Penalty: 2257.767334 Iteration 4Q: 3 clusters Score -90668.72 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -90734.937500 Penalty: 2257.767334 Iteration 5Q: 3 clusters Score -90734.94 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -90789.882812 Penalty: 2257.767334 Iteration 6Q: 3 clusters Score -90789.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -90827.914062 Penalty: 2257.767334 Iteration 7Q: 3 clusters Score -90827.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -90854.523438 Penalty: 2257.767334 Iteration 8Q: 3 clusters Score -90854.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -90875.843750 Penalty: 2257.767334 Iteration 9Q: 3 clusters Score -90875.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -90896.015625 Penalty: 2257.767334 Iteration 10Q: 3 clusters Score -90896.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -90917.007812 Penalty: 2257.767334 Iteration 11Q: 3 clusters Score -90917.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -90932.679688 Penalty: 2257.767334 Iteration 12Q: 3 clusters Score -90932.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -90945.515625 Penalty: 2257.767334 Iteration 13Q: 3 clusters Score -90945.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -90958.867188 Penalty: 2257.767334 Iteration 14Q: 3 clusters Score -90958.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -90962.054688 Penalty: 2257.767334 Iteration 15Q: 3 clusters Score -90962.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -90968.226562 Penalty: 2257.767334 Iteration 16Q: 3 clusters Score -90968.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -90970.796875 Penalty: 2257.767334 Iteration 17Q: 3 clusters Score -90970.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -90973.359375 Penalty: 2257.767334 Iteration 18Q: 3 clusters Score -90973.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -90973.632812 Penalty: 2257.767334 Iteration 19Q: 3 clusters Score -90973.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -90974.289062 Penalty: 2257.767334 Iteration 20F: 3 clusters Score -90974.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -90974.812500 Penalty: 2257.767334 Iteration 21Q: 3 clusters Score -90974.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -90975.210938 Penalty: 2257.767334 Iteration 22Q: 3 clusters Score -90975.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -90975.781250 Penalty: 2257.767334 Iteration 23Q: 3 clusters Score -90975.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -90975.781250 Penalty: 2257.767334 Iteration 24F: 3 clusters Score -90975.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Entering Unmasked Estep Score: -50354.156250 Penalty: 1019.954529 Iteration 0F: 2 clusters Score -50354.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -49238.144531 Penalty: 2039.909058 Iteration 0F: 3 clusters Score -49238.14 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -49403.636719 Penalty: 2039.909058 Iteration 1F: 3 clusters Score -49403.64 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -49450.011719 Penalty: 2039.909058 Iteration 2F: 3 clusters Score -49450.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -49478.613281 Penalty: 2039.909058 Iteration 3Q: 3 clusters Score -49478.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -49488.335938 Penalty: 2039.909058 Iteration 4Q: 3 clusters Score -49488.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -49495.640625 Penalty: 2039.909058 Iteration 5Q: 3 clusters Score -49495.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -49498.820312 Penalty: 2039.909058 Iteration 6Q: 3 clusters Score -49498.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -49502.687500 Penalty: 2039.909058 Iteration 7Q: 3 clusters Score -49502.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -49504.507812 Penalty: 2039.909058 Iteration 8Q: 3 clusters Score -49504.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -49506.875000 Penalty: 2039.909058 Iteration 9Q: 3 clusters Score -49506.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -49511.683594 Penalty: 2039.909058 Iteration 10Q: 3 clusters Score -49511.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -49511.683594 Penalty: 2039.909058 Iteration 11F: 3 clusters Score -49511.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Entering Unmasked Estep Score: -83061.242188 Penalty: 1115.876709 Iteration 0F: 2 clusters Score -83061.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -81656.992188 Penalty: 2231.753418 Iteration 0F: 3 clusters Score -81656.99 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -81917.609375 Penalty: 2231.753418 Iteration 1F: 3 clusters Score -81917.61 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -82003.085938 Penalty: 2231.753418 Iteration 2F: 3 clusters Score -82003.09 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -82063.953125 Penalty: 2231.753418 Iteration 3Q: 3 clusters Score -82063.95 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -82093.859375 Penalty: 2231.753418 Iteration 4Q: 3 clusters Score -82093.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -82112.218750 Penalty: 2231.753418 Iteration 5Q: 3 clusters Score -82112.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -82117.453125 Penalty: 2231.753418 Iteration 6Q: 3 clusters Score -82117.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -82124.617188 Penalty: 2231.753418 Iteration 7Q: 3 clusters Score -82124.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -82132.390625 Penalty: 2231.753418 Iteration 8Q: 3 clusters Score -82132.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -82148.789062 Penalty: 2231.753418 Iteration 9Q: 3 clusters Score -82148.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -82161.710938 Penalty: 2231.753418 Iteration 10Q: 3 clusters Score -82161.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -82170.476562 Penalty: 2231.753418 Iteration 11Q: 3 clusters Score -82170.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -82171.398438 Penalty: 2231.753418 Iteration 12Q: 3 clusters Score -82171.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -82173.257812 Penalty: 2231.753418 Iteration 13Q: 3 clusters Score -82173.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -82175.546875 Penalty: 2231.753418 Iteration 14Q: 3 clusters Score -82175.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -82178.273438 Penalty: 2231.753418 Iteration 15Q: 3 clusters Score -82178.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -82178.539062 Penalty: 2231.753418 Iteration 16Q: 3 clusters Score -82178.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -82178.539062 Penalty: 2231.753418 Iteration 17F: 3 clusters Score -82178.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (664 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Entering Unmasked Estep Score: -66542.921875 Penalty: 1055.970825 Iteration 0F: 2 clusters Score -66542.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -65325.171875 Penalty: 2111.941650 Iteration 0F: 3 clusters Score -65325.17 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -65521.578125 Penalty: 2111.941650 Iteration 1F: 3 clusters Score -65521.58 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -65582.320312 Penalty: 2111.941650 Iteration 2F: 3 clusters Score -65582.32 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -65614.031250 Penalty: 2111.941650 Iteration 3Q: 3 clusters Score -65614.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -65628.820312 Penalty: 2111.941650 Iteration 4Q: 3 clusters Score -65628.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -65638.437500 Penalty: 2111.941650 Iteration 5Q: 3 clusters Score -65638.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -65645.218750 Penalty: 2111.941650 Iteration 6Q: 3 clusters Score -65645.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -65650.578125 Penalty: 2111.941650 Iteration 7Q: 3 clusters Score -65650.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -65654.132812 Penalty: 2111.941650 Iteration 8Q: 3 clusters Score -65654.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -65657.539062 Penalty: 2111.941650 Iteration 9Q: 3 clusters Score -65657.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -65658.476562 Penalty: 2111.941650 Iteration 10Q: 3 clusters Score -65658.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -65658.476562 Penalty: 2111.941650 Iteration 11F: 3 clusters Score -65658.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Entering Unmasked Estep Score: -119809.539062 Penalty: 1153.082642 Iteration 0F: 2 clusters Score -119809.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -118235.484375 Penalty: 2306.165283 Iteration 0F: 3 clusters Score -118235.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -118533.867188 Penalty: 2306.165283 Iteration 1F: 3 clusters Score -118533.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -118604.375000 Penalty: 2306.165283 Iteration 2F: 3 clusters Score -118604.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -118628.703125 Penalty: 2306.165283 Iteration 3Q: 3 clusters Score -118628.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -118649.218750 Penalty: 2306.165283 Iteration 4Q: 3 clusters Score -118649.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -118659.539062 Penalty: 2306.165283 Iteration 5Q: 3 clusters Score -118659.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -118663.343750 Penalty: 2306.165283 Iteration 6Q: 3 clusters Score -118663.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -118667.351562 Penalty: 2306.165283 Iteration 7Q: 3 clusters Score -118667.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -118673.187500 Penalty: 2306.165283 Iteration 8Q: 3 clusters Score -118673.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -118678.968750 Penalty: 2306.165283 Iteration 9Q: 3 clusters Score -118679 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -118682.593750 Penalty: 2306.165283 Iteration 10Q: 3 clusters Score -118682.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -118684.234375 Penalty: 2306.165283 Iteration 11Q: 3 clusters Score -118684.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -118685.429688 Penalty: 2306.165283 Iteration 12Q: 3 clusters Score -118685.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -118687.125000 Penalty: 2306.165283 Iteration 13Q: 3 clusters Score -118687.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -118688.171875 Penalty: 2306.165283 Iteration 14Q: 3 clusters Score -118688.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -118690.468750 Penalty: 2306.165283 Iteration 15Q: 3 clusters Score -118690.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -118690.640625 Penalty: 2306.165283 Iteration 16Q: 3 clusters Score -118690.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -118690.640625 Penalty: 2306.165283 Iteration 17F: 3 clusters Score -118690.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Entering Unmasked Estep Score: -46591.257812 Penalty: 1005.592896 Iteration 0F: 2 clusters Score -46591.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -45509.636719 Penalty: 2011.185791 Iteration 0F: 3 clusters Score -45509.64 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -45697.742188 Penalty: 2011.185791 Iteration 1F: 3 clusters Score -45697.74 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -45787.019531 Penalty: 2011.185791 Iteration 2F: 3 clusters Score -45787.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -45854.175781 Penalty: 2011.185791 Iteration 3Q: 3 clusters Score -45854.18 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -45957.500000 Penalty: 2011.185791 Iteration 4F: 3 clusters Score -45957.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -46110.445312 Penalty: 2011.185791 Iteration 5F: 3 clusters Score -46110.45 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -46322.605469 Penalty: 2011.185791 Iteration 6F: 3 clusters Score -46322.61 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -46511.066406 Penalty: 2011.185791 Iteration 7F: 3 clusters Score -46511.07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -46689.414062 Penalty: 2011.185791 Iteration 8F: 3 clusters Score -46689.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -46840.070312 Penalty: 2011.185791 Iteration 9Q: 3 clusters Score -46840.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -46890.484375 Penalty: 2011.185791 Iteration 10Q: 3 clusters Score -46890.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -46913.890625 Penalty: 2011.185791 Iteration 11Q: 3 clusters Score -46913.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -46913.890625 Penalty: 2011.185791 Iteration 12F: 3 clusters Score -46913.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 1199 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5751 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 664 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 248 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 1054 members Mstep: Class 33 contains 14742 members Mstep: Class 34 contains 1026 members Mstep: Class 35 contains 2322 members Mstep: Class 36 contains 239 members Entering Unmasked Estep Score: -8171436.500000 Penalty: 66583.812500 Splitting cluster 30 changes total score from -8166152.000000 to -8171436.500000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 31 (3442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Entering Unmasked Estep Score: -335386.750000 Penalty: 1323.368896 Iteration 0F: 2 clusters Score -335386.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -332391.312500 Penalty: 2646.737793 Iteration 0F: 3 clusters Score -332391.3 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -333253.218750 Penalty: 2646.737793 Iteration 1F: 3 clusters Score -333253.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -333463.718750 Penalty: 2646.737793 Iteration 2F: 3 clusters Score -333463.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -333613.093750 Penalty: 2646.737793 Iteration 3F: 3 clusters Score -333613.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -333720.593750 Penalty: 2646.737793 Iteration 4Q: 3 clusters Score -333720.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -333833.000000 Penalty: 2646.737793 Iteration 5Q: 3 clusters Score -333833 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -333926.343750 Penalty: 2646.737793 Iteration 6Q: 3 clusters Score -333926.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -333995.937500 Penalty: 2646.737793 Iteration 7Q: 3 clusters Score -333995.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -334046.750000 Penalty: 2646.737793 Iteration 8Q: 3 clusters Score -334046.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -334073.031250 Penalty: 2646.737793 Iteration 9Q: 3 clusters Score -334073 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -334097.656250 Penalty: 2646.737793 Iteration 10Q: 3 clusters Score -334097.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -334125.843750 Penalty: 2646.737793 Iteration 11Q: 3 clusters Score -334125.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -334148.937500 Penalty: 2646.737793 Iteration 12Q: 3 clusters Score -334148.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -334174.875000 Penalty: 2646.737793 Iteration 13Q: 3 clusters Score -334174.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -334200.093750 Penalty: 2646.737793 Iteration 14Q: 3 clusters Score -334200.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -334224.218750 Penalty: 2646.737793 Iteration 15Q: 3 clusters Score -334224.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -334243.468750 Penalty: 2646.737793 Iteration 16Q: 3 clusters Score -334243.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -334265.343750 Penalty: 2646.737793 Iteration 17Q: 3 clusters Score -334265.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -334286.687500 Penalty: 2646.737793 Iteration 18Q: 3 clusters Score -334286.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -334299.906250 Penalty: 2646.737793 Iteration 19Q: 3 clusters Score -334299.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -334311.875000 Penalty: 2646.737793 Iteration 20F: 3 clusters Score -334311.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -334322.218750 Penalty: 2646.737793 Iteration 21Q: 3 clusters Score -334322.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -334333.750000 Penalty: 2646.737793 Iteration 22Q: 3 clusters Score -334333.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -334341.843750 Penalty: 2646.737793 Iteration 23Q: 3 clusters Score -334341.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -334347.437500 Penalty: 2646.737793 Iteration 24Q: 3 clusters Score -334347.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -334351.375000 Penalty: 2646.737793 Iteration 25Q: 3 clusters Score -334351.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -334357.000000 Penalty: 2646.737793 Iteration 26Q: 3 clusters Score -334357 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -334367.968750 Penalty: 2646.737793 Iteration 27Q: 3 clusters Score -334368 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -334383.093750 Penalty: 2646.737793 Iteration 28Q: 3 clusters Score -334383.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -334395.750000 Penalty: 2646.737793 Iteration 29Q: 3 clusters Score -334395.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -334406.375000 Penalty: 2646.737793 Iteration 30Q: 3 clusters Score -334406.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -334413.343750 Penalty: 2646.737793 Iteration 31Q: 3 clusters Score -334413.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -334421.250000 Penalty: 2646.737793 Iteration 32Q: 3 clusters Score -334421.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -334430.906250 Penalty: 2646.737793 Iteration 33Q: 3 clusters Score -334430.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -334442.937500 Penalty: 2646.737793 Iteration 34Q: 3 clusters Score -334442.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -334453.718750 Penalty: 2646.737793 Iteration 35Q: 3 clusters Score -334453.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -334462.625000 Penalty: 2646.737793 Iteration 36Q: 3 clusters Score -334462.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -334469.000000 Penalty: 2646.737793 Iteration 37Q: 3 clusters Score -334469 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -334471.468750 Penalty: 2646.737793 Iteration 38Q: 3 clusters Score -334471.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -334471.875000 Penalty: 2646.737793 Iteration 39Q: 3 clusters Score -334471.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -334473.406250 Penalty: 2646.737793 Iteration 40F: 3 clusters Score -334473.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -334473.781250 Penalty: 2646.737793 Iteration 41Q: 3 clusters Score -334473.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -334474.375000 Penalty: 2646.737793 Iteration 42Q: 3 clusters Score -334474.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -334474.375000 Penalty: 2646.737793 Iteration 43F: 3 clusters Score -334474.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Entering Unmasked Estep Score: -103972.171875 Penalty: 1131.056519 Iteration 0F: 2 clusters Score -103972.2 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 534 members Entering Unmasked Estep Score: -102458.312500 Penalty: 2262.113037 Iteration 0F: 3 clusters Score -102458.3 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -102708.718750 Penalty: 2262.113037 Iteration 1F: 3 clusters Score -102708.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -102790.046875 Penalty: 2262.113037 Iteration 2F: 3 clusters Score -102790 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -102840.320312 Penalty: 2262.113037 Iteration 3Q: 3 clusters Score -102840.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -102907.625000 Penalty: 2262.113037 Iteration 4Q: 3 clusters Score -102907.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -103036.007812 Penalty: 2262.113037 Iteration 5Q: 3 clusters Score -103036 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -103281.429688 Penalty: 2262.113037 Iteration 6F: 3 clusters Score -103281.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -103537.164062 Penalty: 2262.113037 Iteration 7F: 3 clusters Score -103537.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -103645.710938 Penalty: 2262.113037 Iteration 8F: 3 clusters Score -103645.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -103741.023438 Penalty: 2262.113037 Iteration 9F: 3 clusters Score -103741 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -103810.335938 Penalty: 2262.113037 Iteration 10Q: 3 clusters Score -103810.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -103858.359375 Penalty: 2262.113037 Iteration 11Q: 3 clusters Score -103858.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -103915.523438 Penalty: 2262.113037 Iteration 12Q: 3 clusters Score -103915.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -103937.757812 Penalty: 2262.113037 Iteration 13Q: 3 clusters Score -103937.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -103942.382812 Penalty: 2262.113037 Iteration 14Q: 3 clusters Score -103942.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -103948.929688 Penalty: 2262.113037 Iteration 15Q: 3 clusters Score -103948.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -103962.843750 Penalty: 2262.113037 Iteration 16Q: 3 clusters Score -103962.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -103970.140625 Penalty: 2262.113037 Iteration 17Q: 3 clusters Score -103970.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -103983.406250 Penalty: 2262.113037 Iteration 18Q: 3 clusters Score -103983.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -103988.734375 Penalty: 2262.113037 Iteration 19Q: 3 clusters Score -103988.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -103994.406250 Penalty: 2262.113037 Iteration 20F: 3 clusters Score -103994.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 1199 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5751 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 664 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 248 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 183 members Mstep: Class 33 contains 14742 members Mstep: Class 34 contains 1026 members Mstep: Class 35 contains 2322 members Mstep: Class 36 contains 239 members Mstep: Class 37 contains 871 members Entering Unmasked Estep Score: -8170732.000000 Penalty: 68433.359375 Splitting cluster 32 changes total score from -8166152.000000 to -8170732.000000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 33 (14742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14742 members Entering Unmasked Estep Score: -1404706.250000 Penalty: 1559.749023 Iteration 0F: 2 clusters Score -1404706 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1394556.250000 Penalty: 3119.498047 Iteration 0F: 3 clusters Score -1394556 nChanged 6607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -1398229.500000 Penalty: 3119.498047 Iteration 1F: 3 clusters Score -1398230 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -1398602.250000 Penalty: 3119.498047 Iteration 2F: 3 clusters Score -1398602 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -1398989.375000 Penalty: 3119.498047 Iteration 3F: 3 clusters Score -1398989 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1399365.750000 Penalty: 3119.498047 Iteration 4F: 3 clusters Score -1399366 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -1399742.875000 Penalty: 3119.498047 Iteration 5Q: 3 clusters Score -1399743 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -1400204.000000 Penalty: 3119.498047 Iteration 6F: 3 clusters Score -1400204 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1400774.250000 Penalty: 3119.498047 Iteration 7F: 3 clusters Score -1400774 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1401419.125000 Penalty: 3119.498047 Iteration 8F: 3 clusters Score -1401419 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -1401913.125000 Penalty: 3119.498047 Iteration 9Q: 3 clusters Score -1401913 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1402228.000000 Penalty: 3119.498047 Iteration 10Q: 3 clusters Score -1402228 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -1402401.750000 Penalty: 3119.498047 Iteration 11Q: 3 clusters Score -1402402 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1402496.500000 Penalty: 3119.498047 Iteration 12Q: 3 clusters Score -1402496 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1402545.125000 Penalty: 3119.498047 Iteration 13Q: 3 clusters Score -1402545 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10171 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -1402585.500000 Penalty: 3119.498047 Iteration 14Q: 3 clusters Score -1402586 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1402607.875000 Penalty: 3119.498047 Iteration 15Q: 3 clusters Score -1402608 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1402623.625000 Penalty: 3119.498047 Iteration 16Q: 3 clusters Score -1402624 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1402640.875000 Penalty: 3119.498047 Iteration 17Q: 3 clusters Score -1402641 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1402656.500000 Penalty: 3119.498047 Iteration 18Q: 3 clusters Score -1402656 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -1402668.875000 Penalty: 3119.498047 Iteration 19Q: 3 clusters Score -1402669 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10593 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1402677.125000 Penalty: 3119.498047 Iteration 20F: 3 clusters Score -1402677 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10644 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -1402684.375000 Penalty: 3119.498047 Iteration 21Q: 3 clusters Score -1402684 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10683 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -1402688.375000 Penalty: 3119.498047 Iteration 22Q: 3 clusters Score -1402688 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -1402699.000000 Penalty: 3119.498047 Iteration 23Q: 3 clusters Score -1402699 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -1402711.750000 Penalty: 3119.498047 Iteration 24Q: 3 clusters Score -1402712 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1402716.000000 Penalty: 3119.498047 Iteration 25Q: 3 clusters Score -1402716 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1402723.875000 Penalty: 3119.498047 Iteration 26Q: 3 clusters Score -1402724 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1402732.375000 Penalty: 3119.498047 Iteration 27Q: 3 clusters Score -1402732 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1402746.125000 Penalty: 3119.498047 Iteration 28Q: 3 clusters Score -1402746 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11022 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -1402756.750000 Penalty: 3119.498047 Iteration 29Q: 3 clusters Score -1402757 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1402770.625000 Penalty: 3119.498047 Iteration 30Q: 3 clusters Score -1402771 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1402778.875000 Penalty: 3119.498047 Iteration 31Q: 3 clusters Score -1402779 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -1402796.375000 Penalty: 3119.498047 Iteration 32Q: 3 clusters Score -1402796 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1402810.625000 Penalty: 3119.498047 Iteration 33Q: 3 clusters Score -1402811 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1402823.750000 Penalty: 3119.498047 Iteration 34Q: 3 clusters Score -1402824 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11442 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -1402837.125000 Penalty: 3119.498047 Iteration 35Q: 3 clusters Score -1402837 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11523 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -1402860.125000 Penalty: 3119.498047 Iteration 36Q: 3 clusters Score -1402860 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -1402871.750000 Penalty: 3119.498047 Iteration 37Q: 3 clusters Score -1402872 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1402900.000000 Penalty: 3119.498047 Iteration 38Q: 3 clusters Score -1402900 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11786 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1402916.750000 Penalty: 3119.498047 Iteration 39Q: 3 clusters Score -1402917 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1402938.000000 Penalty: 3119.498047 Iteration 40F: 3 clusters Score -1402938 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1402962.375000 Penalty: 3119.498047 Iteration 41Q: 3 clusters Score -1402962 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1402991.375000 Penalty: 3119.498047 Iteration 42Q: 3 clusters Score -1402991 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12153 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1403016.500000 Penalty: 3119.498047 Iteration 43Q: 3 clusters Score -1403016 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12237 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -1403045.875000 Penalty: 3119.498047 Iteration 44Q: 3 clusters Score -1403046 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12335 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1403079.375000 Penalty: 3119.498047 Iteration 45Q: 3 clusters Score -1403079 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12420 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -1403107.875000 Penalty: 3119.498047 Iteration 46Q: 3 clusters Score -1403108 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1403137.125000 Penalty: 3119.498047 Iteration 47Q: 3 clusters Score -1403137 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12595 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1403172.250000 Penalty: 3119.498047 Iteration 48Q: 3 clusters Score -1403172 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1403200.625000 Penalty: 3119.498047 Iteration 49Q: 3 clusters Score -1403201 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1403231.875000 Penalty: 3119.498047 Iteration 50Q: 3 clusters Score -1403232 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12836 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1403258.000000 Penalty: 3119.498047 Iteration 51Q: 3 clusters Score -1403258 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12895 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1403277.375000 Penalty: 3119.498047 Iteration 52Q: 3 clusters Score -1403277 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12948 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1403293.000000 Penalty: 3119.498047 Iteration 53Q: 3 clusters Score -1403293 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12995 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -1403306.875000 Penalty: 3119.498047 Iteration 54Q: 3 clusters Score -1403307 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1403319.500000 Penalty: 3119.498047 Iteration 55Q: 3 clusters Score -1403320 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -1403331.125000 Penalty: 3119.498047 Iteration 56Q: 3 clusters Score -1403331 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13104 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -1403341.875000 Penalty: 3119.498047 Iteration 57Q: 3 clusters Score -1403342 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13135 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -1403352.000000 Penalty: 3119.498047 Iteration 58Q: 3 clusters Score -1403352 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13163 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -1403362.000000 Penalty: 3119.498047 Iteration 59Q: 3 clusters Score -1403362 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1403367.250000 Penalty: 3119.498047 Iteration 60F: 3 clusters Score -1403367 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13209 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1403371.000000 Penalty: 3119.498047 Iteration 61Q: 3 clusters Score -1403371 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13227 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1403377.875000 Penalty: 3119.498047 Iteration 62Q: 3 clusters Score -1403378 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13242 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1403380.000000 Penalty: 3119.498047 Iteration 63Q: 3 clusters Score -1403380 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13262 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1403384.750000 Penalty: 3119.498047 Iteration 64Q: 3 clusters Score -1403385 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13277 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1403386.875000 Penalty: 3119.498047 Iteration 65Q: 3 clusters Score -1403387 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13290 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1403391.000000 Penalty: 3119.498047 Iteration 66Q: 3 clusters Score -1403391 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13299 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1403397.750000 Penalty: 3119.498047 Iteration 67Q: 3 clusters Score -1403398 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13310 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1403396.625000 Penalty: 3119.498047 Iteration 68Q: 3 clusters Score -1403397 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13315 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1403400.375000 Penalty: 3119.498047 Iteration 69Q: 3 clusters Score -1403400 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -1403400.250000 Penalty: 3119.498047 Iteration 70Q: 3 clusters Score -1403400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13329 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1403402.250000 Penalty: 3119.498047 Iteration 71Q: 3 clusters Score -1403402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13333 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1403400.625000 Penalty: 3119.498047 Iteration 72Q: 3 clusters Score -1403401 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13336 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1403400.625000 Penalty: 3119.498047 Iteration 73Q: 3 clusters Score -1403401 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1403400.500000 Penalty: 3119.498047 Iteration 74Q: 3 clusters Score -1403400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13345 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1403401.625000 Penalty: 3119.498047 Iteration 75Q: 3 clusters Score -1403402 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -1403404.000000 Penalty: 3119.498047 Iteration 76Q: 3 clusters Score -1403404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13350 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1403405.750000 Penalty: 3119.498047 Iteration 77Q: 3 clusters Score -1403406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13353 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1403408.000000 Penalty: 3119.498047 Iteration 78Q: 3 clusters Score -1403408 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13359 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1403408.875000 Penalty: 3119.498047 Iteration 79Q: 3 clusters Score -1403409 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13367 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1403411.750000 Penalty: 3119.498047 Iteration 80F: 3 clusters Score -1403412 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13373 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1403415.000000 Penalty: 3119.498047 Iteration 81Q: 3 clusters Score -1403415 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13380 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1403417.000000 Penalty: 3119.498047 Iteration 82Q: 3 clusters Score -1403417 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1403420.375000 Penalty: 3119.498047 Iteration 83Q: 3 clusters Score -1403420 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1403421.375000 Penalty: 3119.498047 Iteration 84Q: 3 clusters Score -1403421 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13389 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1403421.625000 Penalty: 3119.498047 Iteration 85Q: 3 clusters Score -1403422 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1403422.625000 Penalty: 3119.498047 Iteration 86Q: 3 clusters Score -1403423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13392 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1403421.125000 Penalty: 3119.498047 Iteration 87Q: 3 clusters Score -1403421 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13395 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1403420.500000 Penalty: 3119.498047 Iteration 88Q: 3 clusters Score -1403420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13396 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1403420.625000 Penalty: 3119.498047 Iteration 89Q: 3 clusters Score -1403421 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1403421.375000 Penalty: 3119.498047 Iteration 90Q: 3 clusters Score -1403421 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1403421.375000 Penalty: 3119.498047 Iteration 91F: 3 clusters Score -1403421 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1698 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 1199 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 690 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4621 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1923 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5751 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 664 members Mstep: Class 29 contains 1207 members Mstep: Class 30 contains 248 members Mstep: Class 31 contains 3442 members Mstep: Class 32 contains 183 members Mstep: Class 33 contains 14742 members Entering Unmasked Estep ConsiderDeletion Deleting Class 32. Lose 1660.498901 but Gain 1849.546875 Score: -8171472.000000 Penalty: 66583.812500 Iteration 119Q: 37 clusters Score -8171472 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1693 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1134 members Mstep: Class 5 contains 1283 members Mstep: Class 6 contains 2872 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 688 members Mstep: Class 9 contains 2699 members Mstep: Class 10 contains 4635 members Mstep: Class 11 contains 8160 members Mstep: Class 12 contains 1837 members Mstep: Class 13 contains 1286 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1201 members Mstep: Class 16 contains 885 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1922 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5749 members Mstep: Class 21 contains 1060 members Mstep: Class 22 contains 223 members Mstep: Class 23 contains 7252 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 1151 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 961 members Mstep: Class 28 contains 670 members Mstep: Class 29 contains 1234 members Mstep: Class 30 contains 247 members Mstep: Class 31 contains 3443 members Mstep: Class 33 contains 14966 members Mstep: Class 34 contains 993 members Mstep: Class 35 contains 2082 members Mstep: Class 36 contains 236 members Mstep: Class 37 contains 861 members Entering Unmasked Estep ConsiderDeletion Score: -8172866.000000 Penalty: 66583.812500 Iteration 120F: 37 clusters Score -8172866 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1691 members Mstep: Class 3 contains 1600 members Mstep: Class 4 contains 1143 members Mstep: Class 5 contains 1321 members Mstep: Class 6 contains 2859 members Mstep: Class 7 contains 8293 members Mstep: Class 8 contains 666 members Mstep: Class 9 contains 2700 members Mstep: Class 10 contains 4615 members Mstep: Class 11 contains 8155 members Mstep: Class 12 contains 1832 members Mstep: Class 13 contains 1281 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1160 members Mstep: Class 16 contains 882 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1921 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5746 members Mstep: Class 21 contains 1062 members Mstep: Class 22 contains 216 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1992 members Mstep: Class 25 contains 1145 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 959 members Mstep: Class 28 contains 652 members Mstep: Class 29 contains 1240 members Mstep: Class 30 contains 246 members Mstep: Class 31 contains 3442 members Mstep: Class 33 contains 15068 members Mstep: Class 34 contains 1037 members Mstep: Class 35 contains 1986 members Mstep: Class 36 contains 277 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8173261.500000 Penalty: 66583.812500 Iteration 121Q: 37 clusters Score -8173262 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1687 members Mstep: Class 3 contains 1597 members Mstep: Class 4 contains 1148 members Mstep: Class 5 contains 1339 members Mstep: Class 6 contains 2853 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 655 members Mstep: Class 9 contains 2698 members Mstep: Class 10 contains 4604 members Mstep: Class 11 contains 8151 members Mstep: Class 12 contains 1830 members Mstep: Class 13 contains 1278 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1144 members Mstep: Class 16 contains 877 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1917 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5744 members Mstep: Class 21 contains 1062 members Mstep: Class 22 contains 214 members Mstep: Class 23 contains 7252 members Mstep: Class 24 contains 1993 members Mstep: Class 25 contains 1146 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 958 members Mstep: Class 28 contains 647 members Mstep: Class 29 contains 1247 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3443 members Mstep: Class 33 contains 15152 members Mstep: Class 34 contains 1058 members Mstep: Class 35 contains 1906 members Mstep: Class 36 contains 296 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8173497.500000 Penalty: 66583.812500 Iteration 122Q: 37 clusters Score -8173498 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 1595 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 1339 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 649 members Mstep: Class 9 contains 2696 members Mstep: Class 10 contains 4592 members Mstep: Class 11 contains 8151 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1275 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1141 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1913 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5745 members Mstep: Class 21 contains 1061 members Mstep: Class 22 contains 213 members Mstep: Class 23 contains 7252 members Mstep: Class 24 contains 1993 members Mstep: Class 25 contains 1139 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 958 members Mstep: Class 28 contains 639 members Mstep: Class 29 contains 1256 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3445 members Mstep: Class 33 contains 15219 members Mstep: Class 34 contains 1078 members Mstep: Class 35 contains 1840 members Mstep: Class 36 contains 311 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8173678.500000 Penalty: 66583.812500 Iteration 123Q: 37 clusters Score -8173678 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1683 members Mstep: Class 3 contains 1593 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 1330 members Mstep: Class 6 contains 2857 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 2692 members Mstep: Class 10 contains 4590 members Mstep: Class 11 contains 8152 members Mstep: Class 12 contains 1828 members Mstep: Class 13 contains 1274 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1142 members Mstep: Class 16 contains 875 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5743 members Mstep: Class 21 contains 1061 members Mstep: Class 22 contains 210 members Mstep: Class 23 contains 7252 members Mstep: Class 24 contains 1993 members Mstep: Class 25 contains 1131 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 632 members Mstep: Class 29 contains 1263 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3448 members Mstep: Class 33 contains 15261 members Mstep: Class 34 contains 1085 members Mstep: Class 35 contains 1804 members Mstep: Class 36 contains 321 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8173758.500000 Penalty: 66583.812500 Iteration 124Q: 37 clusters Score -8173758 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1683 members Mstep: Class 3 contains 1593 members Mstep: Class 4 contains 1158 members Mstep: Class 5 contains 1326 members Mstep: Class 6 contains 2856 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 2692 members Mstep: Class 10 contains 4584 members Mstep: Class 11 contains 8153 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1272 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 1143 members Mstep: Class 16 contains 876 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5743 members Mstep: Class 21 contains 1061 members Mstep: Class 22 contains 210 members Mstep: Class 23 contains 7252 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1126 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 960 members Mstep: Class 28 contains 628 members Mstep: Class 29 contains 1267 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3448 members Mstep: Class 33 contains 15291 members Mstep: Class 34 contains 1092 members Mstep: Class 35 contains 1778 members Mstep: Class 36 contains 325 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8173794.500000 Penalty: 66583.812500 Iteration 125Q: 37 clusters Score -8173794 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1160 members Mstep: Class 5 contains 1319 members Mstep: Class 6 contains 2857 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 2691 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 8155 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1270 members Mstep: Class 14 contains 919 members Mstep: Class 15 contains 1143 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5743 members Mstep: Class 21 contains 1061 members Mstep: Class 22 contains 206 members Mstep: Class 23 contains 7252 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1115 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 963 members Mstep: Class 28 contains 627 members Mstep: Class 29 contains 1280 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3448 members Mstep: Class 33 contains 15315 members Mstep: Class 34 contains 1100 members Mstep: Class 35 contains 1755 members Mstep: Class 36 contains 328 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8173861.000000 Penalty: 66583.812500 Iteration 126Q: 37 clusters Score -8173861 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1158 members Mstep: Class 5 contains 1308 members Mstep: Class 6 contains 2861 members Mstep: Class 7 contains 8295 members Mstep: Class 8 contains 644 members Mstep: Class 9 contains 2692 members Mstep: Class 10 contains 4578 members Mstep: Class 11 contains 8156 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1270 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1144 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5744 members Mstep: Class 21 contains 1061 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1092 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 964 members Mstep: Class 28 contains 624 members Mstep: Class 29 contains 1303 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3449 members Mstep: Class 33 contains 15330 members Mstep: Class 34 contains 1107 members Mstep: Class 35 contains 1742 members Mstep: Class 36 contains 334 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8173964.500000 Penalty: 66583.812500 Iteration 127Q: 37 clusters Score -8173964 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1155 members Mstep: Class 5 contains 1305 members Mstep: Class 6 contains 2862 members Mstep: Class 7 contains 8296 members Mstep: Class 8 contains 642 members Mstep: Class 9 contains 2690 members Mstep: Class 10 contains 4576 members Mstep: Class 11 contains 8156 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1268 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1143 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5743 members Mstep: Class 21 contains 1061 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1062 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 967 members Mstep: Class 28 contains 624 members Mstep: Class 29 contains 1333 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3452 members Mstep: Class 33 contains 15341 members Mstep: Class 34 contains 1112 members Mstep: Class 35 contains 1734 members Mstep: Class 36 contains 336 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174034.000000 Penalty: 66583.812500 Iteration 128Q: 37 clusters Score -8174034 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 2862 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 640 members Mstep: Class 9 contains 2687 members Mstep: Class 10 contains 4572 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1267 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1142 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5740 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1053 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 970 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1342 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3455 members Mstep: Class 33 contains 15347 members Mstep: Class 34 contains 1118 members Mstep: Class 35 contains 1729 members Mstep: Class 36 contains 338 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174056.500000 Penalty: 66583.812500 Iteration 129Q: 37 clusters Score -8174056 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 1303 members Mstep: Class 6 contains 2863 members Mstep: Class 7 contains 8298 members Mstep: Class 8 contains 639 members Mstep: Class 9 contains 2686 members Mstep: Class 10 contains 4569 members Mstep: Class 11 contains 8158 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1265 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1142 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5739 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1048 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 972 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1349 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3456 members Mstep: Class 33 contains 15356 members Mstep: Class 34 contains 1121 members Mstep: Class 35 contains 1721 members Mstep: Class 36 contains 339 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174083.500000 Penalty: 66583.812500 Iteration 130Q: 37 clusters Score -8174084 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 1300 members Mstep: Class 6 contains 2864 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 638 members Mstep: Class 9 contains 2686 members Mstep: Class 10 contains 4566 members Mstep: Class 11 contains 8160 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1143 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5739 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1045 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 971 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1355 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3457 members Mstep: Class 33 contains 15365 members Mstep: Class 34 contains 1124 members Mstep: Class 35 contains 1712 members Mstep: Class 36 contains 340 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174095.500000 Penalty: 66583.812500 Iteration 131Q: 37 clusters Score -8174096 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1155 members Mstep: Class 5 contains 1295 members Mstep: Class 6 contains 2864 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8161 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1145 members Mstep: Class 16 contains 869 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5739 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1041 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 972 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1358 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3458 members Mstep: Class 33 contains 15372 members Mstep: Class 34 contains 1125 members Mstep: Class 35 contains 1707 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174121.500000 Penalty: 66583.812500 Iteration 132Q: 37 clusters Score -8174122 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 1291 members Mstep: Class 6 contains 2862 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4566 members Mstep: Class 11 contains 8161 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1147 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5739 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1041 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 972 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1360 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3458 members Mstep: Class 33 contains 15378 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1701 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174122.000000 Penalty: 66583.812500 Iteration 133Q: 37 clusters Score -8174122 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1158 members Mstep: Class 5 contains 1287 members Mstep: Class 6 contains 2862 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4566 members Mstep: Class 11 contains 8162 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5737 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 973 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1360 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3458 members Mstep: Class 33 contains 15381 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1700 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174129.000000 Penalty: 66583.812500 Iteration 134Q: 37 clusters Score -8174129 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1156 members Mstep: Class 5 contains 1285 members Mstep: Class 6 contains 2861 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4566 members Mstep: Class 11 contains 8162 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1150 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 976 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1360 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3458 members Mstep: Class 33 contains 15384 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1700 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174121.000000 Penalty: 66583.812500 Iteration 135Q: 37 clusters Score -8174121 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 1286 members Mstep: Class 6 contains 2860 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8162 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1150 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1360 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3458 members Mstep: Class 33 contains 15385 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1699 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174127.000000 Penalty: 66583.812500 Iteration 136Q: 37 clusters Score -8174127 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 1286 members Mstep: Class 6 contains 2860 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8162 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 978 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1360 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3458 members Mstep: Class 33 contains 15386 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1699 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174137.000000 Penalty: 66583.812500 Iteration 137Q: 37 clusters Score -8174137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 1286 members Mstep: Class 6 contains 2860 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8162 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7252 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 977 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1360 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3458 members Mstep: Class 33 contains 15386 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1699 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174134.000000 Penalty: 66583.812500 Iteration 138Q: 37 clusters Score -8174134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 1286 members Mstep: Class 6 contains 2860 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8162 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7251 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 977 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1360 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3459 members Mstep: Class 33 contains 15386 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1699 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174137.000000 Penalty: 66583.812500 Iteration 139Q: 37 clusters Score -8174137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 1286 members Mstep: Class 6 contains 2860 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8162 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1040 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 977 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1360 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3460 members Mstep: Class 33 contains 15386 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1699 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174195.500000 Penalty: 66583.812500 Iteration 140F: 37 clusters Score -8174196 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 1154 members Mstep: Class 5 contains 1286 members Mstep: Class 6 contains 2860 members Mstep: Class 7 contains 8297 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8162 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1262 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 207 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1022 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 977 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1378 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3460 members Mstep: Class 33 contains 15386 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1699 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174291.500000 Penalty: 66583.812500 Iteration 141Q: 37 clusters Score -8174292 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1591 members Mstep: Class 4 contains 1152 members Mstep: Class 5 contains 1286 members Mstep: Class 6 contains 2860 members Mstep: Class 7 contains 8298 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2685 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8164 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1261 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1994 members Mstep: Class 25 contains 1012 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3460 members Mstep: Class 33 contains 15386 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1699 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174341.000000 Penalty: 66583.812500 Iteration 142Q: 37 clusters Score -8174341 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1591 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 1284 members Mstep: Class 6 contains 2860 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2684 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 204 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1009 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3460 members Mstep: Class 33 contains 15387 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1699 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174345.000000 Penalty: 66583.812500 Iteration 143Q: 37 clusters Score -8174345 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1591 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 1283 members Mstep: Class 6 contains 2861 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5734 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 203 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1009 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174345.500000 Penalty: 66583.812500 Iteration 144Q: 37 clusters Score -8174346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1591 members Mstep: Class 4 contains 1155 members Mstep: Class 5 contains 1282 members Mstep: Class 6 contains 2861 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 202 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1009 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174355.000000 Penalty: 66583.812500 Iteration 145Q: 37 clusters Score -8174355 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1591 members Mstep: Class 4 contains 1156 members Mstep: Class 5 contains 1282 members Mstep: Class 6 contains 2861 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174358.000000 Penalty: 66583.812500 Iteration 146Q: 37 clusters Score -8174358 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1591 members Mstep: Class 4 contains 1156 members Mstep: Class 5 contains 1280 members Mstep: Class 6 contains 2863 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174361.000000 Penalty: 66583.812500 Iteration 147Q: 37 clusters Score -8174361 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1591 members Mstep: Class 4 contains 1156 members Mstep: Class 5 contains 1276 members Mstep: Class 6 contains 2867 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174356.500000 Penalty: 66583.812500 Iteration 148Q: 37 clusters Score -8174356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1590 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 1275 members Mstep: Class 6 contains 2868 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174359.500000 Penalty: 66583.812500 Iteration 149Q: 37 clusters Score -8174360 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1590 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 1275 members Mstep: Class 6 contains 2868 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -8174359.500000 Penalty: 66583.812500 Iteration 150F: 37 clusters Score -8174360 nChanged 0 Entering ConstructFrom: Score: -8174359.500000 Penalty: 66583.812500 Entering ConstructFrom: Trying to split cluster 1 (533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Entering Unmasked Estep Score: -45018.296875 Penalty: 1020.259766 Iteration 0F: 2 clusters Score -45018.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -43969.304688 Penalty: 2040.519531 Iteration 0F: 3 clusters Score -43969.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -44213.375000 Penalty: 2040.519531 Iteration 1F: 3 clusters Score -44213.38 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -44359.613281 Penalty: 2040.519531 Iteration 2F: 3 clusters Score -44359.61 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -44490.183594 Penalty: 2040.519531 Iteration 3F: 3 clusters Score -44490.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -44539.816406 Penalty: 2040.519531 Iteration 4Q: 3 clusters Score -44539.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -44573.296875 Penalty: 2040.519531 Iteration 5Q: 3 clusters Score -44573.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -44608.792969 Penalty: 2040.519531 Iteration 6Q: 3 clusters Score -44608.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -44628.941406 Penalty: 2040.519531 Iteration 7Q: 3 clusters Score -44628.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -44650.953125 Penalty: 2040.519531 Iteration 8Q: 3 clusters Score -44650.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -44682.363281 Penalty: 2040.519531 Iteration 9Q: 3 clusters Score -44682.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -44721.972656 Penalty: 2040.519531 Iteration 10Q: 3 clusters Score -44721.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -44763.367188 Penalty: 2040.519531 Iteration 11Q: 3 clusters Score -44763.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -44812.996094 Penalty: 2040.519531 Iteration 12Q: 3 clusters Score -44813 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -44837.375000 Penalty: 2040.519531 Iteration 13Q: 3 clusters Score -44837.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -44855.878906 Penalty: 2040.519531 Iteration 14Q: 3 clusters Score -44855.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -44861.679688 Penalty: 2040.519531 Iteration 15Q: 3 clusters Score -44861.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -44896.589844 Penalty: 2040.519531 Iteration 16Q: 3 clusters Score -44896.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -44949.207031 Penalty: 2040.519531 Iteration 17Q: 3 clusters Score -44949.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -44952.527344 Penalty: 2040.519531 Iteration 18Q: 3 clusters Score -44952.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -44952.527344 Penalty: 2040.519531 Iteration 19F: 3 clusters Score -44952.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Entering Unmasked Estep Score: -168181.203125 Penalty: 1207.007568 Iteration 0F: 2 clusters Score -168181.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -166269.796875 Penalty: 2414.015137 Iteration 0F: 3 clusters Score -166269.8 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -166650.093750 Penalty: 2414.015137 Iteration 1F: 3 clusters Score -166650.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -166741.515625 Penalty: 2414.015137 Iteration 2F: 3 clusters Score -166741.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -166776.828125 Penalty: 2414.015137 Iteration 3Q: 3 clusters Score -166776.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -166801.781250 Penalty: 2414.015137 Iteration 4Q: 3 clusters Score -166801.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -166819.500000 Penalty: 2414.015137 Iteration 5Q: 3 clusters Score -166819.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -166839.250000 Penalty: 2414.015137 Iteration 6Q: 3 clusters Score -166839.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -166849.671875 Penalty: 2414.015137 Iteration 7Q: 3 clusters Score -166849.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -166858.437500 Penalty: 2414.015137 Iteration 8Q: 3 clusters Score -166858.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -166867.000000 Penalty: 2414.015137 Iteration 9Q: 3 clusters Score -166867 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -166875.203125 Penalty: 2414.015137 Iteration 10Q: 3 clusters Score -166875.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -166884.765625 Penalty: 2414.015137 Iteration 11Q: 3 clusters Score -166884.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -166891.921875 Penalty: 2414.015137 Iteration 12Q: 3 clusters Score -166891.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -166897.296875 Penalty: 2414.015137 Iteration 13Q: 3 clusters Score -166897.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -166901.515625 Penalty: 2414.015137 Iteration 14Q: 3 clusters Score -166901.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -166905.218750 Penalty: 2414.015137 Iteration 15Q: 3 clusters Score -166905.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -166906.515625 Penalty: 2414.015137 Iteration 16Q: 3 clusters Score -166906.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -166906.921875 Penalty: 2414.015137 Iteration 17Q: 3 clusters Score -166906.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -166906.921875 Penalty: 2414.015137 Iteration 18F: 3 clusters Score -166906.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Entering Unmasked Estep Score: -155492.250000 Penalty: 1197.867065 Iteration 0F: 2 clusters Score -155492.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -153696.593750 Penalty: 2395.734131 Iteration 0F: 3 clusters Score -153696.6 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -154167.453125 Penalty: 2395.734131 Iteration 1F: 3 clusters Score -154167.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -154323.562500 Penalty: 2395.734131 Iteration 2F: 3 clusters Score -154323.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -154448.000000 Penalty: 2395.734131 Iteration 3F: 3 clusters Score -154448 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -154591.296875 Penalty: 2395.734131 Iteration 4F: 3 clusters Score -154591.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -154720.671875 Penalty: 2395.734131 Iteration 5F: 3 clusters Score -154720.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -154821.921875 Penalty: 2395.734131 Iteration 6Q: 3 clusters Score -154821.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -154901.421875 Penalty: 2395.734131 Iteration 7Q: 3 clusters Score -154901.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -154969.046875 Penalty: 2395.734131 Iteration 8Q: 3 clusters Score -154969 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -155014.437500 Penalty: 2395.734131 Iteration 9Q: 3 clusters Score -155014.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -155042.593750 Penalty: 2395.734131 Iteration 10Q: 3 clusters Score -155042.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -155053.765625 Penalty: 2395.734131 Iteration 11Q: 3 clusters Score -155053.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -155059.812500 Penalty: 2395.734131 Iteration 12Q: 3 clusters Score -155059.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -155066.187500 Penalty: 2395.734131 Iteration 13Q: 3 clusters Score -155066.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -155071.640625 Penalty: 2395.734131 Iteration 14Q: 3 clusters Score -155071.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -155076.718750 Penalty: 2395.734131 Iteration 15Q: 3 clusters Score -155076.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -155083.187500 Penalty: 2395.734131 Iteration 16Q: 3 clusters Score -155083.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -155087.312500 Penalty: 2395.734131 Iteration 17Q: 3 clusters Score -155087.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -155090.796875 Penalty: 2395.734131 Iteration 18Q: 3 clusters Score -155090.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -155095.171875 Penalty: 2395.734131 Iteration 19Q: 3 clusters Score -155095.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -155098.109375 Penalty: 2395.734131 Iteration 20F: 3 clusters Score -155098.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -155101.375000 Penalty: 2395.734131 Iteration 21Q: 3 clusters Score -155101.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -155102.703125 Penalty: 2395.734131 Iteration 22Q: 3 clusters Score -155102.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -155103.343750 Penalty: 2395.734131 Iteration 23Q: 3 clusters Score -155103.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -155105.218750 Penalty: 2395.734131 Iteration 24Q: 3 clusters Score -155105.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -155108.031250 Penalty: 2395.734131 Iteration 25Q: 3 clusters Score -155108 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -155111.453125 Penalty: 2395.734131 Iteration 26Q: 3 clusters Score -155111.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -155117.406250 Penalty: 2395.734131 Iteration 27Q: 3 clusters Score -155117.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -155124.156250 Penalty: 2395.734131 Iteration 28Q: 3 clusters Score -155124.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -155130.953125 Penalty: 2395.734131 Iteration 29Q: 3 clusters Score -155131 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -155136.437500 Penalty: 2395.734131 Iteration 30Q: 3 clusters Score -155136.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -155140.484375 Penalty: 2395.734131 Iteration 31Q: 3 clusters Score -155140.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -155141.906250 Penalty: 2395.734131 Iteration 32Q: 3 clusters Score -155141.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -155143.937500 Penalty: 2395.734131 Iteration 33Q: 3 clusters Score -155143.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -155145.812500 Penalty: 2395.734131 Iteration 34Q: 3 clusters Score -155145.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -155147.953125 Penalty: 2395.734131 Iteration 35Q: 3 clusters Score -155148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -155150.250000 Penalty: 2395.734131 Iteration 36Q: 3 clusters Score -155150.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -155150.812500 Penalty: 2395.734131 Iteration 37Q: 3 clusters Score -155150.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -155151.359375 Penalty: 2395.734131 Iteration 38Q: 3 clusters Score -155151.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -155152.656250 Penalty: 2395.734131 Iteration 39Q: 3 clusters Score -155152.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -155154.359375 Penalty: 2395.734131 Iteration 40F: 3 clusters Score -155154.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -155155.671875 Penalty: 2395.734131 Iteration 41Q: 3 clusters Score -155155.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -155156.218750 Penalty: 2395.734131 Iteration 42Q: 3 clusters Score -155156.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -155156.703125 Penalty: 2395.734131 Iteration 43Q: 3 clusters Score -155156.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -155157.953125 Penalty: 2395.734131 Iteration 44Q: 3 clusters Score -155158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -155158.265625 Penalty: 2395.734131 Iteration 45Q: 3 clusters Score -155158.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -155158.265625 Penalty: 2395.734131 Iteration 46F: 3 clusters Score -155158.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Entering Unmasked Estep Score: -97239.500000 Penalty: 1146.207642 Iteration 0F: 2 clusters Score -97239.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -95808.015625 Penalty: 2292.415283 Iteration 0F: 3 clusters Score -95808.02 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -96283.007812 Penalty: 2292.415283 Iteration 1F: 3 clusters Score -96283.01 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -96442.437500 Penalty: 2292.415283 Iteration 2F: 3 clusters Score -96442.44 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -96510.515625 Penalty: 2292.415283 Iteration 3F: 3 clusters Score -96510.52 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -96564.023438 Penalty: 2292.415283 Iteration 4Q: 3 clusters Score -96564.02 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -96624.585938 Penalty: 2292.415283 Iteration 5Q: 3 clusters Score -96624.59 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -96672.898438 Penalty: 2292.415283 Iteration 6Q: 3 clusters Score -96672.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -96724.875000 Penalty: 2292.415283 Iteration 7Q: 3 clusters Score -96724.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -96761.500000 Penalty: 2292.415283 Iteration 8Q: 3 clusters Score -96761.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -96793.085938 Penalty: 2292.415283 Iteration 9Q: 3 clusters Score -96793.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -96825.023438 Penalty: 2292.415283 Iteration 10Q: 3 clusters Score -96825.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -96873.031250 Penalty: 2292.415283 Iteration 11Q: 3 clusters Score -96873.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -96903.742188 Penalty: 2292.415283 Iteration 12Q: 3 clusters Score -96903.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -96920.570312 Penalty: 2292.415283 Iteration 13Q: 3 clusters Score -96920.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -96929.054688 Penalty: 2292.415283 Iteration 14Q: 3 clusters Score -96929.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -96935.375000 Penalty: 2292.415283 Iteration 15Q: 3 clusters Score -96935.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -96937.460938 Penalty: 2292.415283 Iteration 16Q: 3 clusters Score -96937.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -96937.804688 Penalty: 2292.415283 Iteration 17Q: 3 clusters Score -96937.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -96937.804688 Penalty: 2292.415283 Iteration 18F: 3 clusters Score -96937.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Entering Unmasked Estep Score: -119994.406250 Penalty: 1161.989014 Iteration 0F: 2 clusters Score -119994.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -118399.960938 Penalty: 2323.978027 Iteration 0F: 3 clusters Score -118400 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -118725.515625 Penalty: 2323.978027 Iteration 1F: 3 clusters Score -118725.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -118848.890625 Penalty: 2323.978027 Iteration 2F: 3 clusters Score -118848.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -118912.414062 Penalty: 2323.978027 Iteration 3F: 3 clusters Score -118912.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -118940.375000 Penalty: 2323.978027 Iteration 4Q: 3 clusters Score -118940.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -118973.164062 Penalty: 2323.978027 Iteration 5Q: 3 clusters Score -118973.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -119005.789062 Penalty: 2323.978027 Iteration 6Q: 3 clusters Score -119005.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -119037.320312 Penalty: 2323.978027 Iteration 7Q: 3 clusters Score -119037.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -119061.054688 Penalty: 2323.978027 Iteration 8Q: 3 clusters Score -119061.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -119073.992188 Penalty: 2323.978027 Iteration 9Q: 3 clusters Score -119074 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -119080.976562 Penalty: 2323.978027 Iteration 10Q: 3 clusters Score -119081 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -119094.500000 Penalty: 2323.978027 Iteration 11Q: 3 clusters Score -119094.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -119102.859375 Penalty: 2323.978027 Iteration 12Q: 3 clusters Score -119102.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -119107.445312 Penalty: 2323.978027 Iteration 13Q: 3 clusters Score -119107.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -119111.507812 Penalty: 2323.978027 Iteration 14Q: 3 clusters Score -119111.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -119113.289062 Penalty: 2323.978027 Iteration 15Q: 3 clusters Score -119113.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -119115.773438 Penalty: 2323.978027 Iteration 16Q: 3 clusters Score -119115.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -119118.320312 Penalty: 2323.978027 Iteration 17Q: 3 clusters Score -119118.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -119118.320312 Penalty: 2323.978027 Iteration 18F: 3 clusters Score -119118.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Entering Unmasked Estep Score: -280658.500000 Penalty: 1293.722656 Iteration 0F: 2 clusters Score -280658.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -277960.062500 Penalty: 2587.445312 Iteration 0F: 3 clusters Score -277960.1 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -278644.250000 Penalty: 2587.445312 Iteration 1F: 3 clusters Score -278644.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -278792.656250 Penalty: 2587.445312 Iteration 2F: 3 clusters Score -278792.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -278903.218750 Penalty: 2587.445312 Iteration 3F: 3 clusters Score -278903.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -278972.562500 Penalty: 2587.445312 Iteration 4Q: 3 clusters Score -278972.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -279009.250000 Penalty: 2587.445312 Iteration 5Q: 3 clusters Score -279009.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -279038.406250 Penalty: 2587.445312 Iteration 6Q: 3 clusters Score -279038.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -279060.562500 Penalty: 2587.445312 Iteration 7Q: 3 clusters Score -279060.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -279088.187500 Penalty: 2587.445312 Iteration 8Q: 3 clusters Score -279088.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -279112.593750 Penalty: 2587.445312 Iteration 9Q: 3 clusters Score -279112.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -279131.906250 Penalty: 2587.445312 Iteration 10Q: 3 clusters Score -279131.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -279149.312500 Penalty: 2587.445312 Iteration 11Q: 3 clusters Score -279149.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -279160.875000 Penalty: 2587.445312 Iteration 12Q: 3 clusters Score -279160.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -279174.312500 Penalty: 2587.445312 Iteration 13Q: 3 clusters Score -279174.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -279190.093750 Penalty: 2587.445312 Iteration 14Q: 3 clusters Score -279190.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -279204.031250 Penalty: 2587.445312 Iteration 15Q: 3 clusters Score -279204 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -279215.406250 Penalty: 2587.445312 Iteration 16Q: 3 clusters Score -279215.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -279227.406250 Penalty: 2587.445312 Iteration 17Q: 3 clusters Score -279227.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -279240.593750 Penalty: 2587.445312 Iteration 18Q: 3 clusters Score -279240.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -279257.218750 Penalty: 2587.445312 Iteration 19Q: 3 clusters Score -279257.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -279272.375000 Penalty: 2587.445312 Iteration 20F: 3 clusters Score -279272.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -279284.531250 Penalty: 2587.445312 Iteration 21Q: 3 clusters Score -279284.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -279292.000000 Penalty: 2587.445312 Iteration 22Q: 3 clusters Score -279292 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -279298.968750 Penalty: 2587.445312 Iteration 23Q: 3 clusters Score -279299 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -279304.625000 Penalty: 2587.445312 Iteration 24Q: 3 clusters Score -279304.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -279309.375000 Penalty: 2587.445312 Iteration 25Q: 3 clusters Score -279309.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -279314.812500 Penalty: 2587.445312 Iteration 26Q: 3 clusters Score -279314.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -279324.937500 Penalty: 2587.445312 Iteration 27Q: 3 clusters Score -279324.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -279330.031250 Penalty: 2587.445312 Iteration 28Q: 3 clusters Score -279330 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -279334.468750 Penalty: 2587.445312 Iteration 29Q: 3 clusters Score -279334.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -279339.250000 Penalty: 2587.445312 Iteration 30Q: 3 clusters Score -279339.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -279344.406250 Penalty: 2587.445312 Iteration 31Q: 3 clusters Score -279344.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -279351.562500 Penalty: 2587.445312 Iteration 32Q: 3 clusters Score -279351.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -279361.250000 Penalty: 2587.445312 Iteration 33Q: 3 clusters Score -279361.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -279371.375000 Penalty: 2587.445312 Iteration 34Q: 3 clusters Score -279371.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -279384.375000 Penalty: 2587.445312 Iteration 35Q: 3 clusters Score -279384.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -279392.343750 Penalty: 2587.445312 Iteration 36Q: 3 clusters Score -279392.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -279400.000000 Penalty: 2587.445312 Iteration 37Q: 3 clusters Score -279400 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -279410.312500 Penalty: 2587.445312 Iteration 38Q: 3 clusters Score -279410.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -279425.281250 Penalty: 2587.445312 Iteration 39Q: 3 clusters Score -279425.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -279441.000000 Penalty: 2587.445312 Iteration 40F: 3 clusters Score -279441 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -279459.718750 Penalty: 2587.445312 Iteration 41Q: 3 clusters Score -279459.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -279477.687500 Penalty: 2587.445312 Iteration 42Q: 3 clusters Score -279477.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -279491.468750 Penalty: 2587.445312 Iteration 43Q: 3 clusters Score -279491.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -279509.906250 Penalty: 2587.445312 Iteration 44Q: 3 clusters Score -279509.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -279530.968750 Penalty: 2587.445312 Iteration 45Q: 3 clusters Score -279531 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -279546.531250 Penalty: 2587.445312 Iteration 46Q: 3 clusters Score -279546.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -279554.750000 Penalty: 2587.445312 Iteration 47Q: 3 clusters Score -279554.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -279560.437500 Penalty: 2587.445312 Iteration 48Q: 3 clusters Score -279560.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -279568.718750 Penalty: 2587.445312 Iteration 49Q: 3 clusters Score -279568.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -279574.875000 Penalty: 2587.445312 Iteration 50Q: 3 clusters Score -279574.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -279580.375000 Penalty: 2587.445312 Iteration 51Q: 3 clusters Score -279580.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -279587.781250 Penalty: 2587.445312 Iteration 52Q: 3 clusters Score -279587.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -279592.906250 Penalty: 2587.445312 Iteration 53Q: 3 clusters Score -279592.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -279596.437500 Penalty: 2587.445312 Iteration 54Q: 3 clusters Score -279596.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -279597.593750 Penalty: 2587.445312 Iteration 55Q: 3 clusters Score -279597.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -279598.562500 Penalty: 2587.445312 Iteration 56Q: 3 clusters Score -279598.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -279599.718750 Penalty: 2587.445312 Iteration 57Q: 3 clusters Score -279599.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -279601.281250 Penalty: 2587.445312 Iteration 58Q: 3 clusters Score -279601.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -279601.562500 Penalty: 2587.445312 Iteration 59Q: 3 clusters Score -279601.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -279601.562500 Penalty: 2587.445312 Iteration 60F: 3 clusters Score -279601.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Entering Unmasked Estep Score: -822386.687500 Penalty: 1466.382202 Iteration 0F: 2 clusters Score -822386.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -816294.625000 Penalty: 2932.764404 Iteration 0F: 3 clusters Score -816294.6 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -818151.937500 Penalty: 2932.764404 Iteration 1F: 3 clusters Score -818151.9 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -818393.125000 Penalty: 2932.764404 Iteration 2F: 3 clusters Score -818393.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -818589.437500 Penalty: 2932.764404 Iteration 3F: 3 clusters Score -818589.4 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -818749.250000 Penalty: 2932.764404 Iteration 4Q: 3 clusters Score -818749.2 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -818918.750000 Penalty: 2932.764404 Iteration 5Q: 3 clusters Score -818918.8 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -819099.500000 Penalty: 2932.764404 Iteration 6Q: 3 clusters Score -819099.5 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -819271.562500 Penalty: 2932.764404 Iteration 7Q: 3 clusters Score -819271.6 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -819464.687500 Penalty: 2932.764404 Iteration 8Q: 3 clusters Score -819464.7 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -819735.187500 Penalty: 2932.764404 Iteration 9F: 3 clusters Score -819735.2 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -820011.875000 Penalty: 2932.764404 Iteration 10F: 3 clusters Score -820011.9 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -820268.562500 Penalty: 2932.764404 Iteration 11Q: 3 clusters Score -820268.6 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -820524.312500 Penalty: 2932.764404 Iteration 12Q: 3 clusters Score -820524.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -820739.562500 Penalty: 2932.764404 Iteration 13Q: 3 clusters Score -820739.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -820888.750000 Penalty: 2932.764404 Iteration 14Q: 3 clusters Score -820888.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -820984.375000 Penalty: 2932.764404 Iteration 15Q: 3 clusters Score -820984.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -821039.625000 Penalty: 2932.764404 Iteration 16Q: 3 clusters Score -821039.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -821091.000000 Penalty: 2932.764404 Iteration 17Q: 3 clusters Score -821091 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -821125.312500 Penalty: 2932.764404 Iteration 18Q: 3 clusters Score -821125.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -821146.937500 Penalty: 2932.764404 Iteration 19Q: 3 clusters Score -821146.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -821160.750000 Penalty: 2932.764404 Iteration 20F: 3 clusters Score -821160.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -821171.687500 Penalty: 2932.764404 Iteration 21Q: 3 clusters Score -821171.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -821177.625000 Penalty: 2932.764404 Iteration 22Q: 3 clusters Score -821177.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -821188.000000 Penalty: 2932.764404 Iteration 23Q: 3 clusters Score -821188 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -821195.062500 Penalty: 2932.764404 Iteration 24Q: 3 clusters Score -821195.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -821199.875000 Penalty: 2932.764404 Iteration 25Q: 3 clusters Score -821199.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -821203.125000 Penalty: 2932.764404 Iteration 26Q: 3 clusters Score -821203.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -821204.437500 Penalty: 2932.764404 Iteration 27Q: 3 clusters Score -821204.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -821205.437500 Penalty: 2932.764404 Iteration 28Q: 3 clusters Score -821205.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -821204.812500 Penalty: 2932.764404 Iteration 29Q: 3 clusters Score -821204.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -821206.562500 Penalty: 2932.764404 Iteration 30Q: 3 clusters Score -821206.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -821206.562500 Penalty: 2932.764404 Iteration 31F: 3 clusters Score -821206.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Entering Unmasked Estep Score: -62731.652344 Penalty: 1049.225098 Iteration 0F: 2 clusters Score -62731.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -61597.226562 Penalty: 2098.450195 Iteration 0F: 3 clusters Score -61597.23 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -61874.367188 Penalty: 2098.450195 Iteration 1F: 3 clusters Score -61874.37 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -62092.175781 Penalty: 2098.450195 Iteration 2F: 3 clusters Score -62092.18 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -62268.683594 Penalty: 2098.450195 Iteration 3F: 3 clusters Score -62268.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -62432.996094 Penalty: 2098.450195 Iteration 4F: 3 clusters Score -62433 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -62604.824219 Penalty: 2098.450195 Iteration 5F: 3 clusters Score -62604.82 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -62835.820312 Penalty: 2098.450195 Iteration 6F: 3 clusters Score -62835.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -63008.414062 Penalty: 2098.450195 Iteration 7Q: 3 clusters Score -63008.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -63173.230469 Penalty: 2098.450195 Iteration 8Q: 3 clusters Score -63173.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -63272.671875 Penalty: 2098.450195 Iteration 9Q: 3 clusters Score -63272.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -63296.597656 Penalty: 2098.450195 Iteration 10Q: 3 clusters Score -63296.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -63296.597656 Penalty: 2098.450195 Iteration 11F: 3 clusters Score -63296.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1590 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 1275 members Mstep: Class 6 contains 2868 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 348 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 32 contains 289 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep Score: -8174118.000000 Penalty: 68433.359375 Splitting cluster 8 changes total score from -8174359.500000 to -8174118.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (2683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Entering Unmasked Estep Score: -262247.281250 Penalty: 1282.887329 Iteration 0F: 2 clusters Score -262247.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -259735.359375 Penalty: 2565.774658 Iteration 0F: 3 clusters Score -259735.4 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -260642.406250 Penalty: 2565.774658 Iteration 1F: 3 clusters Score -260642.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -260946.203125 Penalty: 2565.774658 Iteration 2F: 3 clusters Score -260946.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -261133.812500 Penalty: 2565.774658 Iteration 3F: 3 clusters Score -261133.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -261245.500000 Penalty: 2565.774658 Iteration 4Q: 3 clusters Score -261245.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -261328.609375 Penalty: 2565.774658 Iteration 5Q: 3 clusters Score -261328.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -261396.218750 Penalty: 2565.774658 Iteration 6Q: 3 clusters Score -261396.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -261446.593750 Penalty: 2565.774658 Iteration 7Q: 3 clusters Score -261446.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -261483.500000 Penalty: 2565.774658 Iteration 8Q: 3 clusters Score -261483.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -261505.484375 Penalty: 2565.774658 Iteration 9Q: 3 clusters Score -261505.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -261528.218750 Penalty: 2565.774658 Iteration 10Q: 3 clusters Score -261528.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -261543.687500 Penalty: 2565.774658 Iteration 11Q: 3 clusters Score -261543.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -261556.390625 Penalty: 2565.774658 Iteration 12Q: 3 clusters Score -261556.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -261569.781250 Penalty: 2565.774658 Iteration 13Q: 3 clusters Score -261569.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -261579.312500 Penalty: 2565.774658 Iteration 14Q: 3 clusters Score -261579.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -261587.750000 Penalty: 2565.774658 Iteration 15Q: 3 clusters Score -261587.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -261592.671875 Penalty: 2565.774658 Iteration 16Q: 3 clusters Score -261592.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -261594.843750 Penalty: 2565.774658 Iteration 17Q: 3 clusters Score -261594.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -261597.781250 Penalty: 2565.774658 Iteration 18Q: 3 clusters Score -261597.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -261600.187500 Penalty: 2565.774658 Iteration 19Q: 3 clusters Score -261600.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -261604.671875 Penalty: 2565.774658 Iteration 20F: 3 clusters Score -261604.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -261609.234375 Penalty: 2565.774658 Iteration 21Q: 3 clusters Score -261609.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -261615.812500 Penalty: 2565.774658 Iteration 22Q: 3 clusters Score -261615.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -261619.031250 Penalty: 2565.774658 Iteration 23Q: 3 clusters Score -261619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -261620.015625 Penalty: 2565.774658 Iteration 24Q: 3 clusters Score -261620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -261621.843750 Penalty: 2565.774658 Iteration 25Q: 3 clusters Score -261621.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -261623.453125 Penalty: 2565.774658 Iteration 26Q: 3 clusters Score -261623.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -261625.390625 Penalty: 2565.774658 Iteration 27Q: 3 clusters Score -261625.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -261629.421875 Penalty: 2565.774658 Iteration 28Q: 3 clusters Score -261629.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -261632.171875 Penalty: 2565.774658 Iteration 29Q: 3 clusters Score -261632.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -261633.218750 Penalty: 2565.774658 Iteration 30Q: 3 clusters Score -261633.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -261634.406250 Penalty: 2565.774658 Iteration 31Q: 3 clusters Score -261634.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -261634.906250 Penalty: 2565.774658 Iteration 32Q: 3 clusters Score -261634.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -261635.656250 Penalty: 2565.774658 Iteration 33Q: 3 clusters Score -261635.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -261635.656250 Penalty: 2565.774658 Iteration 34F: 3 clusters Score -261635.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Entering Unmasked Estep Score: -453478.906250 Penalty: 1369.253296 Iteration 0F: 2 clusters Score -453478.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -449694.062500 Penalty: 2738.506592 Iteration 0F: 3 clusters Score -449694.1 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -450687.000000 Penalty: 2738.506592 Iteration 1F: 3 clusters Score -450687 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -450853.375000 Penalty: 2738.506592 Iteration 2F: 3 clusters Score -450853.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -450959.437500 Penalty: 2738.506592 Iteration 3F: 3 clusters Score -450959.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -451028.656250 Penalty: 2738.506592 Iteration 4Q: 3 clusters Score -451028.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -451081.968750 Penalty: 2738.506592 Iteration 5Q: 3 clusters Score -451082 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -451129.250000 Penalty: 2738.506592 Iteration 6Q: 3 clusters Score -451129.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -451168.781250 Penalty: 2738.506592 Iteration 7Q: 3 clusters Score -451168.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -451203.218750 Penalty: 2738.506592 Iteration 8Q: 3 clusters Score -451203.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -451230.500000 Penalty: 2738.506592 Iteration 9Q: 3 clusters Score -451230.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -451257.843750 Penalty: 2738.506592 Iteration 10Q: 3 clusters Score -451257.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -451279.781250 Penalty: 2738.506592 Iteration 11Q: 3 clusters Score -451279.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -451296.062500 Penalty: 2738.506592 Iteration 12Q: 3 clusters Score -451296.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -451310.437500 Penalty: 2738.506592 Iteration 13Q: 3 clusters Score -451310.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -451330.031250 Penalty: 2738.506592 Iteration 14Q: 3 clusters Score -451330 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -451349.125000 Penalty: 2738.506592 Iteration 15Q: 3 clusters Score -451349.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -451364.718750 Penalty: 2738.506592 Iteration 16Q: 3 clusters Score -451364.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -451383.968750 Penalty: 2738.506592 Iteration 17Q: 3 clusters Score -451384 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -451414.875000 Penalty: 2738.506592 Iteration 18Q: 3 clusters Score -451414.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -451441.468750 Penalty: 2738.506592 Iteration 19Q: 3 clusters Score -451441.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -451455.843750 Penalty: 2738.506592 Iteration 20F: 3 clusters Score -451455.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -451470.312500 Penalty: 2738.506592 Iteration 21Q: 3 clusters Score -451470.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -451490.343750 Penalty: 2738.506592 Iteration 22Q: 3 clusters Score -451490.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -451518.781250 Penalty: 2738.506592 Iteration 23Q: 3 clusters Score -451518.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -451568.031250 Penalty: 2738.506592 Iteration 24Q: 3 clusters Score -451568 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -451623.406250 Penalty: 2738.506592 Iteration 25Q: 3 clusters Score -451623.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -451691.406250 Penalty: 2738.506592 Iteration 26Q: 3 clusters Score -451691.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -451762.125000 Penalty: 2738.506592 Iteration 27Q: 3 clusters Score -451762.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -451838.250000 Penalty: 2738.506592 Iteration 28Q: 3 clusters Score -451838.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -451914.125000 Penalty: 2738.506592 Iteration 29Q: 3 clusters Score -451914.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -452012.093750 Penalty: 2738.506592 Iteration 30Q: 3 clusters Score -452012.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -452115.906250 Penalty: 2738.506592 Iteration 31Q: 3 clusters Score -452115.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -452185.875000 Penalty: 2738.506592 Iteration 32Q: 3 clusters Score -452185.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -452243.781250 Penalty: 2738.506592 Iteration 33Q: 3 clusters Score -452243.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -452305.187500 Penalty: 2738.506592 Iteration 34Q: 3 clusters Score -452305.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -452358.812500 Penalty: 2738.506592 Iteration 35Q: 3 clusters Score -452358.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -452398.531250 Penalty: 2738.506592 Iteration 36Q: 3 clusters Score -452398.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -452427.125000 Penalty: 2738.506592 Iteration 37Q: 3 clusters Score -452427.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -452448.031250 Penalty: 2738.506592 Iteration 38Q: 3 clusters Score -452448 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -452467.156250 Penalty: 2738.506592 Iteration 39Q: 3 clusters Score -452467.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -452479.812500 Penalty: 2738.506592 Iteration 40F: 3 clusters Score -452479.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -452484.687500 Penalty: 2738.506592 Iteration 41Q: 3 clusters Score -452484.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -452488.531250 Penalty: 2738.506592 Iteration 42Q: 3 clusters Score -452488.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -452492.281250 Penalty: 2738.506592 Iteration 43Q: 3 clusters Score -452492.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -452496.375000 Penalty: 2738.506592 Iteration 44Q: 3 clusters Score -452496.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -452497.250000 Penalty: 2738.506592 Iteration 45Q: 3 clusters Score -452497.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -452498.531250 Penalty: 2738.506592 Iteration 46Q: 3 clusters Score -452498.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -452498.281250 Penalty: 2738.506592 Iteration 47Q: 3 clusters Score -452498.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -452498.937500 Penalty: 2738.506592 Iteration 48Q: 3 clusters Score -452498.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -452498.937500 Penalty: 2738.506592 Iteration 49F: 3 clusters Score -452498.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Entering Unmasked Estep Score: -806847.687500 Penalty: 1463.697144 Iteration 0F: 2 clusters Score -806847.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -800965.250000 Penalty: 2927.394287 Iteration 0F: 3 clusters Score -800965.2 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -802769.062500 Penalty: 2927.394287 Iteration 1F: 3 clusters Score -802769.1 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -803049.812500 Penalty: 2927.394287 Iteration 2F: 3 clusters Score -803049.8 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -803306.437500 Penalty: 2927.394287 Iteration 3F: 3 clusters Score -803306.4 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -803519.500000 Penalty: 2927.394287 Iteration 4Q: 3 clusters Score -803519.5 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -803703.000000 Penalty: 2927.394287 Iteration 5Q: 3 clusters Score -803703 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -803896.187500 Penalty: 2927.394287 Iteration 6Q: 3 clusters Score -803896.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -804106.375000 Penalty: 2927.394287 Iteration 7Q: 3 clusters Score -804106.4 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -804301.937500 Penalty: 2927.394287 Iteration 8Q: 3 clusters Score -804301.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -804462.562500 Penalty: 2927.394287 Iteration 9Q: 3 clusters Score -804462.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -804592.312500 Penalty: 2927.394287 Iteration 10Q: 3 clusters Score -804592.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -804706.812500 Penalty: 2927.394287 Iteration 11Q: 3 clusters Score -804706.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -804787.625000 Penalty: 2927.394287 Iteration 12Q: 3 clusters Score -804787.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -804835.125000 Penalty: 2927.394287 Iteration 13Q: 3 clusters Score -804835.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -804861.875000 Penalty: 2927.394287 Iteration 14Q: 3 clusters Score -804861.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -804879.625000 Penalty: 2927.394287 Iteration 15Q: 3 clusters Score -804879.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -804896.750000 Penalty: 2927.394287 Iteration 16Q: 3 clusters Score -804896.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -804910.875000 Penalty: 2927.394287 Iteration 17Q: 3 clusters Score -804910.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -804920.000000 Penalty: 2927.394287 Iteration 18Q: 3 clusters Score -804920 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -804925.937500 Penalty: 2927.394287 Iteration 19Q: 3 clusters Score -804925.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -804926.875000 Penalty: 2927.394287 Iteration 20F: 3 clusters Score -804926.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -804934.937500 Penalty: 2927.394287 Iteration 21Q: 3 clusters Score -804934.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -804936.750000 Penalty: 2927.394287 Iteration 22Q: 3 clusters Score -804936.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -804937.562500 Penalty: 2927.394287 Iteration 23Q: 3 clusters Score -804937.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -804940.125000 Penalty: 2927.394287 Iteration 24Q: 3 clusters Score -804940.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -804945.625000 Penalty: 2927.394287 Iteration 25Q: 3 clusters Score -804945.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -804945.937500 Penalty: 2927.394287 Iteration 26Q: 3 clusters Score -804945.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -804948.062500 Penalty: 2927.394287 Iteration 27Q: 3 clusters Score -804948.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -804947.437500 Penalty: 2927.394287 Iteration 28Q: 3 clusters Score -804947.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -804946.812500 Penalty: 2927.394287 Iteration 29Q: 3 clusters Score -804946.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -804947.000000 Penalty: 2927.394287 Iteration 30Q: 3 clusters Score -804947 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -804948.437500 Penalty: 2927.394287 Iteration 31Q: 3 clusters Score -804948.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -804948.187500 Penalty: 2927.394287 Iteration 32Q: 3 clusters Score -804948.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -804948.187500 Penalty: 2927.394287 Iteration 33F: 3 clusters Score -804948.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Entering Unmasked Estep Score: -175886.328125 Penalty: 1220.444946 Iteration 0F: 2 clusters Score -175886.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -173882.437500 Penalty: 2440.889893 Iteration 0F: 3 clusters Score -173882.4 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -174323.265625 Penalty: 2440.889893 Iteration 1F: 3 clusters Score -174323.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -174440.390625 Penalty: 2440.889893 Iteration 2F: 3 clusters Score -174440.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -174513.312500 Penalty: 2440.889893 Iteration 3F: 3 clusters Score -174513.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -174560.109375 Penalty: 2440.889893 Iteration 4Q: 3 clusters Score -174560.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -174595.140625 Penalty: 2440.889893 Iteration 5Q: 3 clusters Score -174595.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -174629.781250 Penalty: 2440.889893 Iteration 6Q: 3 clusters Score -174629.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -174652.375000 Penalty: 2440.889893 Iteration 7Q: 3 clusters Score -174652.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -174683.156250 Penalty: 2440.889893 Iteration 8Q: 3 clusters Score -174683.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -174718.875000 Penalty: 2440.889893 Iteration 9Q: 3 clusters Score -174718.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -174763.484375 Penalty: 2440.889893 Iteration 10Q: 3 clusters Score -174763.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -174813.281250 Penalty: 2440.889893 Iteration 11Q: 3 clusters Score -174813.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -174881.625000 Penalty: 2440.889893 Iteration 12Q: 3 clusters Score -174881.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -174978.375000 Penalty: 2440.889893 Iteration 13Q: 3 clusters Score -174978.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -175085.171875 Penalty: 2440.889893 Iteration 14Q: 3 clusters Score -175085.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -175213.515625 Penalty: 2440.889893 Iteration 15Q: 3 clusters Score -175213.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -175413.390625 Penalty: 2440.889893 Iteration 16Q: 3 clusters Score -175413.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -175616.484375 Penalty: 2440.889893 Iteration 17Q: 3 clusters Score -175616.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -175741.187500 Penalty: 2440.889893 Iteration 18Q: 3 clusters Score -175741.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -175784.296875 Penalty: 2440.889893 Iteration 19Q: 3 clusters Score -175784.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -175815.156250 Penalty: 2440.889893 Iteration 20F: 3 clusters Score -175815.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -175833.953125 Penalty: 2440.889893 Iteration 21Q: 3 clusters Score -175834 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -175856.046875 Penalty: 2440.889893 Iteration 22Q: 3 clusters Score -175856 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -175872.656250 Penalty: 2440.889893 Iteration 23Q: 3 clusters Score -175872.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -175892.906250 Penalty: 2440.889893 Iteration 24Q: 3 clusters Score -175892.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -175905.296875 Penalty: 2440.889893 Iteration 25Q: 3 clusters Score -175905.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -175911.593750 Penalty: 2440.889893 Iteration 26Q: 3 clusters Score -175911.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -175915.218750 Penalty: 2440.889893 Iteration 27Q: 3 clusters Score -175915.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -175923.078125 Penalty: 2440.889893 Iteration 28Q: 3 clusters Score -175923.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -175927.859375 Penalty: 2440.889893 Iteration 29Q: 3 clusters Score -175927.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -175930.312500 Penalty: 2440.889893 Iteration 30Q: 3 clusters Score -175930.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -175932.000000 Penalty: 2440.889893 Iteration 31Q: 3 clusters Score -175932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -175932.000000 Penalty: 2440.889893 Iteration 32F: 3 clusters Score -175932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1590 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 1275 members Mstep: Class 6 contains 2868 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 992 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1149 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 32 contains 835 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep Score: -8173768.000000 Penalty: 68433.359375 Splitting cluster 12 changes total score from -8174359.500000 to -8173768.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (1263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Entering Unmasked Estep Score: -123368.500000 Penalty: 1160.452271 Iteration 0F: 2 clusters Score -123368.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -121740.968750 Penalty: 2320.904541 Iteration 0F: 3 clusters Score -121741 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -122055.054688 Penalty: 2320.904541 Iteration 1F: 3 clusters Score -122055.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -122130.414062 Penalty: 2320.904541 Iteration 2F: 3 clusters Score -122130.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -122169.773438 Penalty: 2320.904541 Iteration 3Q: 3 clusters Score -122169.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -122192.843750 Penalty: 2320.904541 Iteration 4Q: 3 clusters Score -122192.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -122209.398438 Penalty: 2320.904541 Iteration 5Q: 3 clusters Score -122209.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -122217.148438 Penalty: 2320.904541 Iteration 6Q: 3 clusters Score -122217.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -122227.304688 Penalty: 2320.904541 Iteration 7Q: 3 clusters Score -122227.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -122237.929688 Penalty: 2320.904541 Iteration 8Q: 3 clusters Score -122237.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -122242.140625 Penalty: 2320.904541 Iteration 9Q: 3 clusters Score -122242.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -122246.351562 Penalty: 2320.904541 Iteration 10Q: 3 clusters Score -122246.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -122248.156250 Penalty: 2320.904541 Iteration 11Q: 3 clusters Score -122248.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -122249.070312 Penalty: 2320.904541 Iteration 12Q: 3 clusters Score -122249.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -122250.492188 Penalty: 2320.904541 Iteration 13Q: 3 clusters Score -122250.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -122251.726562 Penalty: 2320.904541 Iteration 14Q: 3 clusters Score -122251.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -122252.445312 Penalty: 2320.904541 Iteration 15Q: 3 clusters Score -122252.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -122252.546875 Penalty: 2320.904541 Iteration 16Q: 3 clusters Score -122252.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -122252.546875 Penalty: 2320.904541 Iteration 17F: 3 clusters Score -122252.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Entering Unmasked Estep Score: -89621.718750 Penalty: 1108.960693 Iteration 0F: 2 clusters Score -89621.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -88225.281250 Penalty: 2217.921387 Iteration 0F: 3 clusters Score -88225.28 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -88467.343750 Penalty: 2217.921387 Iteration 1F: 3 clusters Score -88467.34 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -88538.171875 Penalty: 2217.921387 Iteration 2F: 3 clusters Score -88538.17 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -88560.312500 Penalty: 2217.921387 Iteration 3Q: 3 clusters Score -88560.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -88575.546875 Penalty: 2217.921387 Iteration 4Q: 3 clusters Score -88575.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -88584.921875 Penalty: 2217.921387 Iteration 5Q: 3 clusters Score -88584.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -88595.406250 Penalty: 2217.921387 Iteration 6Q: 3 clusters Score -88595.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -88603.921875 Penalty: 2217.921387 Iteration 7Q: 3 clusters Score -88603.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -88607.265625 Penalty: 2217.921387 Iteration 8Q: 3 clusters Score -88607.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -88608.765625 Penalty: 2217.921387 Iteration 9Q: 3 clusters Score -88608.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -88613.187500 Penalty: 2217.921387 Iteration 10Q: 3 clusters Score -88613.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -88616.070312 Penalty: 2217.921387 Iteration 11Q: 3 clusters Score -88616.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -88616.890625 Penalty: 2217.921387 Iteration 12Q: 3 clusters Score -88616.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -88616.890625 Penalty: 2217.921387 Iteration 13F: 3 clusters Score -88616.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Entering Unmasked Estep Score: -100851.773438 Penalty: 1145.080200 Iteration 0F: 2 clusters Score -100851.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -99373.648438 Penalty: 2290.160400 Iteration 0F: 3 clusters Score -99373.65 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -99718.500000 Penalty: 2290.160400 Iteration 1F: 3 clusters Score -99718.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -99974.445312 Penalty: 2290.160400 Iteration 2F: 3 clusters Score -99974.45 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -100279.031250 Penalty: 2290.160400 Iteration 3F: 3 clusters Score -100279 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -100556.656250 Penalty: 2290.160400 Iteration 4F: 3 clusters Score -100556.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -100630.937500 Penalty: 2290.160400 Iteration 5F: 3 clusters Score -100630.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -100720.593750 Penalty: 2290.160400 Iteration 6Q: 3 clusters Score -100720.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -100791.984375 Penalty: 2290.160400 Iteration 7Q: 3 clusters Score -100792 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -100832.242188 Penalty: 2290.160400 Iteration 8Q: 3 clusters Score -100832.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -100847.343750 Penalty: 2290.160400 Iteration 9Q: 3 clusters Score -100847.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -100854.601562 Penalty: 2290.160400 Iteration 10Q: 3 clusters Score -100854.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -100856.976562 Penalty: 2290.160400 Iteration 11Q: 3 clusters Score -100857 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -100859.164062 Penalty: 2290.160400 Iteration 12Q: 3 clusters Score -100859.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -100861.476562 Penalty: 2290.160400 Iteration 13Q: 3 clusters Score -100861.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -100862.046875 Penalty: 2290.160400 Iteration 14Q: 3 clusters Score -100862 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -100863.312500 Penalty: 2290.160400 Iteration 15F: 3 clusters Score -100863.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -100866.781250 Penalty: 2290.160400 Iteration 16Q: 3 clusters Score -100866.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -100869.437500 Penalty: 2290.160400 Iteration 17Q: 3 clusters Score -100869.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -100871.117188 Penalty: 2290.160400 Iteration 18Q: 3 clusters Score -100871.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -100872.125000 Penalty: 2290.160400 Iteration 19Q: 3 clusters Score -100872.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -100872.125000 Penalty: 2290.160400 Iteration 20F: 3 clusters Score -100872.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1682 members Mstep: Class 3 contains 1590 members Mstep: Class 4 contains 1157 members Mstep: Class 5 contains 1275 members Mstep: Class 6 contains 2868 members Mstep: Class 7 contains 8299 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 2683 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 8163 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 1263 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 680 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 1605 members Mstep: Class 20 contains 5733 members Mstep: Class 21 contains 1059 members Mstep: Class 22 contains 201 members Mstep: Class 23 contains 7250 members Mstep: Class 24 contains 1995 members Mstep: Class 25 contains 1010 members Mstep: Class 26 contains 532 members Mstep: Class 27 contains 979 members Mstep: Class 28 contains 623 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 245 members Mstep: Class 31 contains 3461 members Mstep: Class 32 contains 469 members Mstep: Class 33 contains 15388 members Mstep: Class 34 contains 1126 members Mstep: Class 35 contains 1698 members Mstep: Class 36 contains 341 members Mstep: Class 37 contains 867 members Entering Unmasked Estep Score: -8173680.000000 Penalty: 68433.359375 Splitting cluster 15 changes total score from -8174359.500000 to -8173680.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Entering Unmasked Estep Score: -82913.554688 Penalty: 1099.318848 Iteration 0F: 2 clusters Score -82913.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -81571.507812 Penalty: 2198.637695 Iteration 0F: 3 clusters Score -81571.51 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -81793.093750 Penalty: 2198.637695 Iteration 1F: 3 clusters Score -81793.09 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -81885.398438 Penalty: 2198.637695 Iteration 2F: 3 clusters Score -81885.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -81953.625000 Penalty: 2198.637695 Iteration 3F: 3 clusters Score -81953.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -81998.164062 Penalty: 2198.637695 Iteration 4Q: 3 clusters Score -81998.16 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -82047.031250 Penalty: 2198.637695 Iteration 5Q: 3 clusters Score -82047.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -82071.242188 Penalty: 2198.637695 Iteration 6Q: 3 clusters Score -82071.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -82096.757812 Penalty: 2198.637695 Iteration 7Q: 3 clusters Score -82096.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -82118.937500 Penalty: 2198.637695 Iteration 8Q: 3 clusters Score -82118.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -82126.156250 Penalty: 2198.637695 Iteration 9Q: 3 clusters Score -82126.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -82129.703125 Penalty: 2198.637695 Iteration 10Q: 3 clusters Score -82129.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -82133.593750 Penalty: 2198.637695 Iteration 11Q: 3 clusters Score -82133.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -82137.085938 Penalty: 2198.637695 Iteration 12Q: 3 clusters Score -82137.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -82141.046875 Penalty: 2198.637695 Iteration 13Q: 3 clusters Score -82141.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -82142.085938 Penalty: 2198.637695 Iteration 14Q: 3 clusters Score -82142.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -82142.835938 Penalty: 2198.637695 Iteration 15Q: 3 clusters Score -82142.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -82143.468750 Penalty: 2198.637695 Iteration 16Q: 3 clusters Score -82143.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -82143.468750 Penalty: 2198.637695 Iteration 17F: 3 clusters Score -82143.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -76272.453125 Penalty: 1087.261841 Iteration 0F: 2 clusters Score -76272.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -75012.273438 Penalty: 2174.523682 Iteration 0F: 3 clusters Score -75012.27 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -75199.203125 Penalty: 2174.523682 Iteration 1F: 3 clusters Score -75199.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -75253.593750 Penalty: 2174.523682 Iteration 2F: 3 clusters Score -75253.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -75285.476562 Penalty: 2174.523682 Iteration 3Q: 3 clusters Score -75285.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -75292.539062 Penalty: 2174.523682 Iteration 4Q: 3 clusters Score -75292.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -75301.023438 Penalty: 2174.523682 Iteration 5Q: 3 clusters Score -75301.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -75301.914062 Penalty: 2174.523682 Iteration 6Q: 3 clusters Score -75301.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -75302.914062 Penalty: 2174.523682 Iteration 7Q: 3 clusters Score -75302.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -75303.453125 Penalty: 2174.523682 Iteration 8Q: 3 clusters Score -75303.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -75303.453125 Penalty: 2174.523682 Iteration 9F: 3 clusters Score -75303.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Entering Unmasked Estep Score: -191780.718750 Penalty: 1227.664551 Iteration 0F: 2 clusters Score -191780.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -189725.968750 Penalty: 2455.329102 Iteration 0F: 3 clusters Score -189726 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -190161.421875 Penalty: 2455.329102 Iteration 1F: 3 clusters Score -190161.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -190283.546875 Penalty: 2455.329102 Iteration 2F: 3 clusters Score -190283.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -190374.562500 Penalty: 2455.329102 Iteration 3F: 3 clusters Score -190374.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -190440.734375 Penalty: 2455.329102 Iteration 4Q: 3 clusters Score -190440.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -190512.375000 Penalty: 2455.329102 Iteration 5Q: 3 clusters Score -190512.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -190624.453125 Penalty: 2455.329102 Iteration 6Q: 3 clusters Score -190624.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -190789.890625 Penalty: 2455.329102 Iteration 7Q: 3 clusters Score -190789.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -191005.093750 Penalty: 2455.329102 Iteration 8F: 3 clusters Score -191005.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -191147.062500 Penalty: 2455.329102 Iteration 9F: 3 clusters Score -191147.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -191204.390625 Penalty: 2455.329102 Iteration 10Q: 3 clusters Score -191204.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -191244.093750 Penalty: 2455.329102 Iteration 11Q: 3 clusters Score -191244.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -191268.843750 Penalty: 2455.329102 Iteration 12Q: 3 clusters Score -191268.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -191282.484375 Penalty: 2455.329102 Iteration 13Q: 3 clusters Score -191282.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -191293.093750 Penalty: 2455.329102 Iteration 14Q: 3 clusters Score -191293.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -191302.234375 Penalty: 2455.329102 Iteration 15Q: 3 clusters Score -191302.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -191306.625000 Penalty: 2455.329102 Iteration 16Q: 3 clusters Score -191306.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -191311.125000 Penalty: 2455.329102 Iteration 17Q: 3 clusters Score -191311.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -191313.453125 Penalty: 2455.329102 Iteration 18Q: 3 clusters Score -191313.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -191315.890625 Penalty: 2455.329102 Iteration 19Q: 3 clusters Score -191315.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -191318.156250 Penalty: 2455.329102 Iteration 20F: 3 clusters Score -191318.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Entering Unmasked Estep Score: -154266.796875 Penalty: 1199.392822 Iteration 0F: 2 clusters Score -154266.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -152455.812500 Penalty: 2398.785645 Iteration 0F: 3 clusters Score -152455.8 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -152896.046875 Penalty: 2398.785645 Iteration 1F: 3 clusters Score -152896 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -153031.156250 Penalty: 2398.785645 Iteration 2F: 3 clusters Score -153031.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -153204.578125 Penalty: 2398.785645 Iteration 3F: 3 clusters Score -153204.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -153344.859375 Penalty: 2398.785645 Iteration 4F: 3 clusters Score -153344.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -153431.406250 Penalty: 2398.785645 Iteration 5Q: 3 clusters Score -153431.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -153498.187500 Penalty: 2398.785645 Iteration 6Q: 3 clusters Score -153498.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -153556.062500 Penalty: 2398.785645 Iteration 7Q: 3 clusters Score -153556.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -153606.375000 Penalty: 2398.785645 Iteration 8Q: 3 clusters Score -153606.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -153639.656250 Penalty: 2398.785645 Iteration 9Q: 3 clusters Score -153639.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -153660.562500 Penalty: 2398.785645 Iteration 10Q: 3 clusters Score -153660.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -153704.546875 Penalty: 2398.785645 Iteration 11Q: 3 clusters Score -153704.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -153737.562500 Penalty: 2398.785645 Iteration 12Q: 3 clusters Score -153737.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -153767.859375 Penalty: 2398.785645 Iteration 13Q: 3 clusters Score -153767.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -153820.718750 Penalty: 2398.785645 Iteration 14Q: 3 clusters Score -153820.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -153882.906250 Penalty: 2398.785645 Iteration 15Q: 3 clusters Score -153882.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -153921.515625 Penalty: 2398.785645 Iteration 16Q: 3 clusters Score -153921.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -153963.953125 Penalty: 2398.785645 Iteration 17Q: 3 clusters Score -153964 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -153977.250000 Penalty: 2398.785645 Iteration 18Q: 3 clusters Score -153977.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -153982.593750 Penalty: 2398.785645 Iteration 19Q: 3 clusters Score -153982.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -153985.562500 Penalty: 2398.785645 Iteration 20F: 3 clusters Score -153985.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Entering Unmasked Estep Score: -545924.125000 Penalty: 1406.274170 Iteration 0F: 2 clusters Score -545924.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -541538.562500 Penalty: 2812.548340 Iteration 0F: 3 clusters Score -541538.6 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -542782.250000 Penalty: 2812.548340 Iteration 1F: 3 clusters Score -542782.2 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -542992.875000 Penalty: 2812.548340 Iteration 2F: 3 clusters Score -542992.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -543172.750000 Penalty: 2812.548340 Iteration 3F: 3 clusters Score -543172.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -543326.125000 Penalty: 2812.548340 Iteration 4Q: 3 clusters Score -543326.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -543432.187500 Penalty: 2812.548340 Iteration 5Q: 3 clusters Score -543432.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -543518.625000 Penalty: 2812.548340 Iteration 6Q: 3 clusters Score -543518.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -543628.187500 Penalty: 2812.548340 Iteration 7Q: 3 clusters Score -543628.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -543746.000000 Penalty: 2812.548340 Iteration 8Q: 3 clusters Score -543746 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -543865.000000 Penalty: 2812.548340 Iteration 9Q: 3 clusters Score -543865 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -544000.562500 Penalty: 2812.548340 Iteration 10Q: 3 clusters Score -544000.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -544114.875000 Penalty: 2812.548340 Iteration 11Q: 3 clusters Score -544114.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -544202.000000 Penalty: 2812.548340 Iteration 12Q: 3 clusters Score -544202 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -544285.625000 Penalty: 2812.548340 Iteration 13Q: 3 clusters Score -544285.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -544331.437500 Penalty: 2812.548340 Iteration 14Q: 3 clusters Score -544331.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -544369.000000 Penalty: 2812.548340 Iteration 15Q: 3 clusters Score -544369 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -544399.562500 Penalty: 2812.548340 Iteration 16Q: 3 clusters Score -544399.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -544420.062500 Penalty: 2812.548340 Iteration 17Q: 3 clusters Score -544420.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -544438.687500 Penalty: 2812.548340 Iteration 18Q: 3 clusters Score -544438.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -544460.062500 Penalty: 2812.548340 Iteration 19Q: 3 clusters Score -544460.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -544478.937500 Penalty: 2812.548340 Iteration 20F: 3 clusters Score -544478.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -544492.312500 Penalty: 2812.548340 Iteration 21Q: 3 clusters Score -544492.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -544505.812500 Penalty: 2812.548340 Iteration 22Q: 3 clusters Score -544505.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -544514.562500 Penalty: 2812.548340 Iteration 23Q: 3 clusters Score -544514.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -544523.750000 Penalty: 2812.548340 Iteration 24Q: 3 clusters Score -544523.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -544530.375000 Penalty: 2812.548340 Iteration 25Q: 3 clusters Score -544530.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -544534.875000 Penalty: 2812.548340 Iteration 26Q: 3 clusters Score -544534.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -544537.187500 Penalty: 2812.548340 Iteration 27Q: 3 clusters Score -544537.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -544540.125000 Penalty: 2812.548340 Iteration 28Q: 3 clusters Score -544540.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -544544.437500 Penalty: 2812.548340 Iteration 29Q: 3 clusters Score -544544.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -544547.500000 Penalty: 2812.548340 Iteration 30Q: 3 clusters Score -544547.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -544551.937500 Penalty: 2812.548340 Iteration 31Q: 3 clusters Score -544551.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -544555.125000 Penalty: 2812.548340 Iteration 32Q: 3 clusters Score -544555.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -544559.312500 Penalty: 2812.548340 Iteration 33Q: 3 clusters Score -544559.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -544561.812500 Penalty: 2812.548340 Iteration 34Q: 3 clusters Score -544561.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -544564.312500 Penalty: 2812.548340 Iteration 35Q: 3 clusters Score -544564.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -544566.312500 Penalty: 2812.548340 Iteration 36Q: 3 clusters Score -544566.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -544567.500000 Penalty: 2812.548340 Iteration 37Q: 3 clusters Score -544567.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -544570.312500 Penalty: 2812.548340 Iteration 38Q: 3 clusters Score -544570.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -544572.062500 Penalty: 2812.548340 Iteration 39Q: 3 clusters Score -544572.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -544573.312500 Penalty: 2812.548340 Iteration 40F: 3 clusters Score -544573.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -544575.750000 Penalty: 2812.548340 Iteration 41Q: 3 clusters Score -544575.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -544577.375000 Penalty: 2812.548340 Iteration 42Q: 3 clusters Score -544577.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -544578.000000 Penalty: 2812.548340 Iteration 43Q: 3 clusters Score -544578 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -544581.562500 Penalty: 2812.548340 Iteration 44Q: 3 clusters Score -544581.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -544586.875000 Penalty: 2812.548340 Iteration 45Q: 3 clusters Score -544586.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -544589.812500 Penalty: 2812.548340 Iteration 46Q: 3 clusters Score -544589.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -544591.562500 Penalty: 2812.548340 Iteration 47Q: 3 clusters Score -544591.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -544595.250000 Penalty: 2812.548340 Iteration 48Q: 3 clusters Score -544595.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -544598.500000 Penalty: 2812.548340 Iteration 49Q: 3 clusters Score -544598.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -544603.687500 Penalty: 2812.548340 Iteration 50Q: 3 clusters Score -544603.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -544606.000000 Penalty: 2812.548340 Iteration 51Q: 3 clusters Score -544606 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -544607.250000 Penalty: 2812.548340 Iteration 52Q: 3 clusters Score -544607.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -544610.750000 Penalty: 2812.548340 Iteration 53Q: 3 clusters Score -544610.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -544612.687500 Penalty: 2812.548340 Iteration 54Q: 3 clusters Score -544612.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -544615.562500 Penalty: 2812.548340 Iteration 55Q: 3 clusters Score -544615.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -544617.375000 Penalty: 2812.548340 Iteration 56Q: 3 clusters Score -544617.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -544618.937500 Penalty: 2812.548340 Iteration 57Q: 3 clusters Score -544618.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -544622.000000 Penalty: 2812.548340 Iteration 58Q: 3 clusters Score -544622 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -544625.250000 Penalty: 2812.548340 Iteration 59Q: 3 clusters Score -544625.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -544630.437500 Penalty: 2812.548340 Iteration 60F: 3 clusters Score -544630.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -544632.937500 Penalty: 2812.548340 Iteration 61Q: 3 clusters Score -544632.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -544637.625000 Penalty: 2812.548340 Iteration 62Q: 3 clusters Score -544637.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -544642.187500 Penalty: 2812.548340 Iteration 63Q: 3 clusters Score -544642.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -544649.187500 Penalty: 2812.548340 Iteration 64Q: 3 clusters Score -544649.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -544657.687500 Penalty: 2812.548340 Iteration 65Q: 3 clusters Score -544657.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -544661.937500 Penalty: 2812.548340 Iteration 66Q: 3 clusters Score -544661.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -544665.375000 Penalty: 2812.548340 Iteration 67Q: 3 clusters Score -544665.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -544668.000000 Penalty: 2812.548340 Iteration 68Q: 3 clusters Score -544668 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -544669.750000 Penalty: 2812.548340 Iteration 69Q: 3 clusters Score -544669.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -544671.125000 Penalty: 2812.548340 Iteration 70Q: 3 clusters Score -544671.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -544671.937500 Penalty: 2812.548340 Iteration 71Q: 3 clusters Score -544671.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -544671.437500 Penalty: 2812.548340 Iteration 72Q: 3 clusters Score -544671.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -544674.812500 Penalty: 2812.548340 Iteration 73Q: 3 clusters Score -544674.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -544677.562500 Penalty: 2812.548340 Iteration 74Q: 3 clusters Score -544677.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -544678.562500 Penalty: 2812.548340 Iteration 75Q: 3 clusters Score -544678.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -544679.875000 Penalty: 2812.548340 Iteration 76Q: 3 clusters Score -544679.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -544680.875000 Penalty: 2812.548340 Iteration 77Q: 3 clusters Score -544680.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -544684.062500 Penalty: 2812.548340 Iteration 78Q: 3 clusters Score -544684.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -544685.625000 Penalty: 2812.548340 Iteration 79Q: 3 clusters Score -544685.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -544688.062500 Penalty: 2812.548340 Iteration 80F: 3 clusters Score -544688.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -544690.437500 Penalty: 2812.548340 Iteration 81Q: 3 clusters Score -544690.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -544691.750000 Penalty: 2812.548340 Iteration 82Q: 3 clusters Score -544691.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -544692.687500 Penalty: 2812.548340 Iteration 83Q: 3 clusters Score -544692.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -544693.062500 Penalty: 2812.548340 Iteration 84Q: 3 clusters Score -544693.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -544693.687500 Penalty: 2812.548340 Iteration 85Q: 3 clusters Score -544693.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -544694.500000 Penalty: 2812.548340 Iteration 86Q: 3 clusters Score -544694.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -544694.875000 Penalty: 2812.548340 Iteration 87Q: 3 clusters Score -544694.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -544695.312500 Penalty: 2812.548340 Iteration 88Q: 3 clusters Score -544695.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -544697.500000 Penalty: 2812.548340 Iteration 89Q: 3 clusters Score -544697.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -544697.000000 Penalty: 2812.548340 Iteration 90Q: 3 clusters Score -544697 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -544698.000000 Penalty: 2812.548340 Iteration 91Q: 3 clusters Score -544698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -544698.750000 Penalty: 2812.548340 Iteration 92Q: 3 clusters Score -544698.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -544698.562500 Penalty: 2812.548340 Iteration 93Q: 3 clusters Score -544698.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -544698.375000 Penalty: 2812.548340 Iteration 94Q: 3 clusters Score -544698.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -544698.375000 Penalty: 2812.548340 Iteration 95F: 3 clusters Score -544698.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Entering Unmasked Estep Score: -103835.171875 Penalty: 1131.825562 Iteration 0F: 2 clusters Score -103835.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -102365.890625 Penalty: 2263.651123 Iteration 0F: 3 clusters Score -102365.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -102622.671875 Penalty: 2263.651123 Iteration 1F: 3 clusters Score -102622.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -102690.984375 Penalty: 2263.651123 Iteration 2F: 3 clusters Score -102691 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -102723.046875 Penalty: 2263.651123 Iteration 3Q: 3 clusters Score -102723 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -102742.671875 Penalty: 2263.651123 Iteration 4Q: 3 clusters Score -102742.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -102760.085938 Penalty: 2263.651123 Iteration 5Q: 3 clusters Score -102760.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -102768.648438 Penalty: 2263.651123 Iteration 6Q: 3 clusters Score -102768.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -102776.359375 Penalty: 2263.651123 Iteration 7Q: 3 clusters Score -102776.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -102781.992188 Penalty: 2263.651123 Iteration 8Q: 3 clusters Score -102782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -102784.164062 Penalty: 2263.651123 Iteration 9Q: 3 clusters Score -102784.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -102787.117188 Penalty: 2263.651123 Iteration 10Q: 3 clusters Score -102787.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -102789.445312 Penalty: 2263.651123 Iteration 11Q: 3 clusters Score -102789.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -102795.398438 Penalty: 2263.651123 Iteration 12Q: 3 clusters Score -102795.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -102799.429688 Penalty: 2263.651123 Iteration 13Q: 3 clusters Score -102799.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -102803.375000 Penalty: 2263.651123 Iteration 14Q: 3 clusters Score -102803.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -102805.039062 Penalty: 2263.651123 Iteration 15Q: 3 clusters Score -102805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -102805.039062 Penalty: 2263.651123 Iteration 16F: 3 clusters Score -102805 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Entering Unmasked Estep Score: -14426.271484 Penalty: 861.786987 Iteration 0F: 2 clusters Score -14426.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -13772.428711 Penalty: 1723.573975 Iteration 0F: 3 clusters Score -13772.43 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -13865.386719 Penalty: 1723.573975 Iteration 1F: 3 clusters Score -13865.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -13882.947266 Penalty: 1723.573975 Iteration 2Q: 3 clusters Score -13882.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -13885.903320 Penalty: 1723.573975 Iteration 3Q: 3 clusters Score -13885.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -13899.630859 Penalty: 1723.573975 Iteration 4Q: 3 clusters Score -13899.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -13906.835938 Penalty: 1723.573975 Iteration 5Q: 3 clusters Score -13906.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -13910.420898 Penalty: 1723.573975 Iteration 6Q: 3 clusters Score -13910.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -13927.367188 Penalty: 1723.573975 Iteration 7Q: 3 clusters Score -13927.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -13927.367188 Penalty: 1723.573975 Iteration 8F: 3 clusters Score -13927.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Entering Unmasked Estep Score: -707852.625000 Penalty: 1444.422974 Iteration 0F: 2 clusters Score -707852.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -702410.687500 Penalty: 2888.845947 Iteration 0F: 3 clusters Score -702410.7 nChanged 3020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -703967.812500 Penalty: 2888.845947 Iteration 1F: 3 clusters Score -703967.8 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -704190.187500 Penalty: 2888.845947 Iteration 2F: 3 clusters Score -704190.2 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -704387.125000 Penalty: 2888.845947 Iteration 3F: 3 clusters Score -704387.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -704543.312500 Penalty: 2888.845947 Iteration 4Q: 3 clusters Score -704543.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -704658.062500 Penalty: 2888.845947 Iteration 5Q: 3 clusters Score -704658.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -704765.687500 Penalty: 2888.845947 Iteration 6Q: 3 clusters Score -704765.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -704859.062500 Penalty: 2888.845947 Iteration 7Q: 3 clusters Score -704859.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -704979.312500 Penalty: 2888.845947 Iteration 8Q: 3 clusters Score -704979.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -705113.125000 Penalty: 2888.845947 Iteration 9Q: 3 clusters Score -705113.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -705262.125000 Penalty: 2888.845947 Iteration 10Q: 3 clusters Score -705262.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -705453.750000 Penalty: 2888.845947 Iteration 11Q: 3 clusters Score -705453.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -705631.312500 Penalty: 2888.845947 Iteration 12Q: 3 clusters Score -705631.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -705806.000000 Penalty: 2888.845947 Iteration 13Q: 3 clusters Score -705806 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -705972.687500 Penalty: 2888.845947 Iteration 14Q: 3 clusters Score -705972.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -706100.000000 Penalty: 2888.845947 Iteration 15Q: 3 clusters Score -706100 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -706202.312500 Penalty: 2888.845947 Iteration 16Q: 3 clusters Score -706202.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -706277.562500 Penalty: 2888.845947 Iteration 17Q: 3 clusters Score -706277.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -706336.187500 Penalty: 2888.845947 Iteration 18Q: 3 clusters Score -706336.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -706402.937500 Penalty: 2888.845947 Iteration 19Q: 3 clusters Score -706402.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -706463.875000 Penalty: 2888.845947 Iteration 20F: 3 clusters Score -706463.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -706509.062500 Penalty: 2888.845947 Iteration 21Q: 3 clusters Score -706509.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -706560.687500 Penalty: 2888.845947 Iteration 22Q: 3 clusters Score -706560.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -706631.625000 Penalty: 2888.845947 Iteration 23Q: 3 clusters Score -706631.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -706688.375000 Penalty: 2888.845947 Iteration 24Q: 3 clusters Score -706688.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -706732.625000 Penalty: 2888.845947 Iteration 25Q: 3 clusters Score -706732.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -706777.000000 Penalty: 2888.845947 Iteration 26Q: 3 clusters Score -706777 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -706820.187500 Penalty: 2888.845947 Iteration 27Q: 3 clusters Score -706820.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -706861.375000 Penalty: 2888.845947 Iteration 28Q: 3 clusters Score -706861.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -706883.375000 Penalty: 2888.845947 Iteration 29Q: 3 clusters Score -706883.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -706904.375000 Penalty: 2888.845947 Iteration 30Q: 3 clusters Score -706904.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -706928.062500 Penalty: 2888.845947 Iteration 31Q: 3 clusters Score -706928.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -706945.687500 Penalty: 2888.845947 Iteration 32Q: 3 clusters Score -706945.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -706957.062500 Penalty: 2888.845947 Iteration 33Q: 3 clusters Score -706957.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -706966.062500 Penalty: 2888.845947 Iteration 34Q: 3 clusters Score -706966.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -706967.625000 Penalty: 2888.845947 Iteration 35Q: 3 clusters Score -706967.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -706967.875000 Penalty: 2888.845947 Iteration 36Q: 3 clusters Score -706967.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -706969.250000 Penalty: 2888.845947 Iteration 37Q: 3 clusters Score -706969.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -706969.250000 Penalty: 2888.845947 Iteration 38Q: 3 clusters Score -706969.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -706969.250000 Penalty: 2888.845947 Iteration 39F: 3 clusters Score -706969.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Entering Unmasked Estep Score: -197161.234375 Penalty: 1234.739868 Iteration 0F: 2 clusters Score -197161.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -195076.421875 Penalty: 2469.479736 Iteration 0F: 3 clusters Score -195076.4 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -195480.468750 Penalty: 2469.479736 Iteration 1F: 3 clusters Score -195480.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -195588.250000 Penalty: 2469.479736 Iteration 2F: 3 clusters Score -195588.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -195643.656250 Penalty: 2469.479736 Iteration 3Q: 3 clusters Score -195643.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -195687.046875 Penalty: 2469.479736 Iteration 4Q: 3 clusters Score -195687 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -195727.312500 Penalty: 2469.479736 Iteration 5Q: 3 clusters Score -195727.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -195771.984375 Penalty: 2469.479736 Iteration 6Q: 3 clusters Score -195772 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -195806.187500 Penalty: 2469.479736 Iteration 7Q: 3 clusters Score -195806.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -195830.390625 Penalty: 2469.479736 Iteration 8Q: 3 clusters Score -195830.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -195847.890625 Penalty: 2469.479736 Iteration 9Q: 3 clusters Score -195847.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -195858.687500 Penalty: 2469.479736 Iteration 10Q: 3 clusters Score -195858.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -195869.515625 Penalty: 2469.479736 Iteration 11Q: 3 clusters Score -195869.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -195878.828125 Penalty: 2469.479736 Iteration 12Q: 3 clusters Score -195878.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -195888.968750 Penalty: 2469.479736 Iteration 13Q: 3 clusters Score -195889 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -195905.234375 Penalty: 2469.479736 Iteration 14Q: 3 clusters Score -195905.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -195923.093750 Penalty: 2469.479736 Iteration 15Q: 3 clusters Score -195923.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -195937.187500 Penalty: 2469.479736 Iteration 16Q: 3 clusters Score -195937.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -195955.531250 Penalty: 2469.479736 Iteration 17Q: 3 clusters Score -195955.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -195971.843750 Penalty: 2469.479736 Iteration 18Q: 3 clusters Score -195971.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -195987.109375 Penalty: 2469.479736 Iteration 19Q: 3 clusters Score -195987.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -195999.109375 Penalty: 2469.479736 Iteration 20F: 3 clusters Score -195999.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -196011.406250 Penalty: 2469.479736 Iteration 21Q: 3 clusters Score -196011.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -196022.125000 Penalty: 2469.479736 Iteration 22Q: 3 clusters Score -196022.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -196031.000000 Penalty: 2469.479736 Iteration 23Q: 3 clusters Score -196031 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -196037.328125 Penalty: 2469.479736 Iteration 24Q: 3 clusters Score -196037.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -196048.250000 Penalty: 2469.479736 Iteration 25Q: 3 clusters Score -196048.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -196056.859375 Penalty: 2469.479736 Iteration 26Q: 3 clusters Score -196056.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -196061.156250 Penalty: 2469.479736 Iteration 27Q: 3 clusters Score -196061.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -196065.781250 Penalty: 2469.479736 Iteration 28Q: 3 clusters Score -196065.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -196077.859375 Penalty: 2469.479736 Iteration 29Q: 3 clusters Score -196077.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -196088.859375 Penalty: 2469.479736 Iteration 30Q: 3 clusters Score -196088.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -196096.015625 Penalty: 2469.479736 Iteration 31Q: 3 clusters Score -196096 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -196103.453125 Penalty: 2469.479736 Iteration 32Q: 3 clusters Score -196103.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -196112.125000 Penalty: 2469.479736 Iteration 33Q: 3 clusters Score -196112.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -196116.609375 Penalty: 2469.479736 Iteration 34Q: 3 clusters Score -196116.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -196120.453125 Penalty: 2469.479736 Iteration 35Q: 3 clusters Score -196120.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -196125.421875 Penalty: 2469.479736 Iteration 36Q: 3 clusters Score -196125.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -196131.750000 Penalty: 2469.479736 Iteration 37Q: 3 clusters Score -196131.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -196136.687500 Penalty: 2469.479736 Iteration 38Q: 3 clusters Score -196136.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -196142.734375 Penalty: 2469.479736 Iteration 39Q: 3 clusters Score -196142.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -196149.593750 Penalty: 2469.479736 Iteration 40F: 3 clusters Score -196149.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -196152.890625 Penalty: 2469.479736 Iteration 41Q: 3 clusters Score -196152.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -196156.062500 Penalty: 2469.479736 Iteration 42Q: 3 clusters Score -196156.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -196158.921875 Penalty: 2469.479736 Iteration 43Q: 3 clusters Score -196158.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -196159.390625 Penalty: 2469.479736 Iteration 44Q: 3 clusters Score -196159.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -196159.843750 Penalty: 2469.479736 Iteration 45Q: 3 clusters Score -196159.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -196160.343750 Penalty: 2469.479736 Iteration 46Q: 3 clusters Score -196160.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -196161.062500 Penalty: 2469.479736 Iteration 47Q: 3 clusters Score -196161.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -196161.062500 Penalty: 2469.479736 Iteration 48F: 3 clusters Score -196161.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Entering Unmasked Estep Score: -88726.875000 Penalty: 1124.127197 Iteration 0F: 2 clusters Score -88726.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -87282.820312 Penalty: 2248.254395 Iteration 0F: 3 clusters Score -87282.82 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -87549.468750 Penalty: 2248.254395 Iteration 1F: 3 clusters Score -87549.47 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -87621.406250 Penalty: 2248.254395 Iteration 2F: 3 clusters Score -87621.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -87651.742188 Penalty: 2248.254395 Iteration 3Q: 3 clusters Score -87651.74 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -87678.343750 Penalty: 2248.254395 Iteration 4Q: 3 clusters Score -87678.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -87703.554688 Penalty: 2248.254395 Iteration 5Q: 3 clusters Score -87703.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -87720.414062 Penalty: 2248.254395 Iteration 6Q: 3 clusters Score -87720.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -87731.835938 Penalty: 2248.254395 Iteration 7Q: 3 clusters Score -87731.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -87742.031250 Penalty: 2248.254395 Iteration 8Q: 3 clusters Score -87742.03 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -87753.179688 Penalty: 2248.254395 Iteration 9Q: 3 clusters Score -87753.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -87762.820312 Penalty: 2248.254395 Iteration 10Q: 3 clusters Score -87762.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -87768.671875 Penalty: 2248.254395 Iteration 11Q: 3 clusters Score -87768.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -87776.812500 Penalty: 2248.254395 Iteration 12Q: 3 clusters Score -87776.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -87783.109375 Penalty: 2248.254395 Iteration 13Q: 3 clusters Score -87783.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -87785.648438 Penalty: 2248.254395 Iteration 14Q: 3 clusters Score -87785.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -87788.382812 Penalty: 2248.254395 Iteration 15Q: 3 clusters Score -87788.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -87788.781250 Penalty: 2248.254395 Iteration 16Q: 3 clusters Score -87788.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -87789.585938 Penalty: 2248.254395 Iteration 17Q: 3 clusters Score -87789.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -87790.117188 Penalty: 2248.254395 Iteration 18Q: 3 clusters Score -87790.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -87790.765625 Penalty: 2248.254395 Iteration 19Q: 3 clusters Score -87790.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -87790.765625 Penalty: 2248.254395 Iteration 20F: 3 clusters Score -87790.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Entering Unmasked Estep Score: -50354.156250 Penalty: 1019.954529 Iteration 0F: 2 clusters Score -50354.16 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 267 members Entering Unmasked Estep Score: -49266.566406 Penalty: 2039.909058 Iteration 0F: 3 clusters Score -49266.57 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -49409.648438 Penalty: 2039.909058 Iteration 1F: 3 clusters Score -49409.65 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -49440.027344 Penalty: 2039.909058 Iteration 2Q: 3 clusters Score -49440.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -49458.722656 Penalty: 2039.909058 Iteration 3Q: 3 clusters Score -49458.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -49465.886719 Penalty: 2039.909058 Iteration 4Q: 3 clusters Score -49465.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -49470.609375 Penalty: 2039.909058 Iteration 5Q: 3 clusters Score -49470.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -49471.199219 Penalty: 2039.909058 Iteration 6Q: 3 clusters Score -49471.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -49471.199219 Penalty: 2039.909058 Iteration 7F: 3 clusters Score -49471.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Entering Unmasked Estep Score: -84556.226562 Penalty: 1119.061401 Iteration 0F: 2 clusters Score -84556.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -83117.140625 Penalty: 2238.122803 Iteration 0F: 3 clusters Score -83117.14 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -83402.710938 Penalty: 2238.122803 Iteration 1F: 3 clusters Score -83402.71 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -83509.289062 Penalty: 2238.122803 Iteration 2F: 3 clusters Score -83509.29 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -83563.554688 Penalty: 2238.122803 Iteration 3Q: 3 clusters Score -83563.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -83595.820312 Penalty: 2238.122803 Iteration 4Q: 3 clusters Score -83595.82 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -83610.773438 Penalty: 2238.122803 Iteration 5Q: 3 clusters Score -83610.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -83620.703125 Penalty: 2238.122803 Iteration 6Q: 3 clusters Score -83620.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -83626.210938 Penalty: 2238.122803 Iteration 7Q: 3 clusters Score -83626.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -83633.117188 Penalty: 2238.122803 Iteration 8Q: 3 clusters Score -83633.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -83637.921875 Penalty: 2238.122803 Iteration 9Q: 3 clusters Score -83637.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -83642.195312 Penalty: 2238.122803 Iteration 10Q: 3 clusters Score -83642.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -83649.828125 Penalty: 2238.122803 Iteration 11Q: 3 clusters Score -83649.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -83652.679688 Penalty: 2238.122803 Iteration 12Q: 3 clusters Score -83652.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -83655.757812 Penalty: 2238.122803 Iteration 13Q: 3 clusters Score -83655.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -83656.765625 Penalty: 2238.122803 Iteration 14Q: 3 clusters Score -83656.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -83658.687500 Penalty: 2238.122803 Iteration 15Q: 3 clusters Score -83658.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -83658.914062 Penalty: 2238.122803 Iteration 16Q: 3 clusters Score -83658.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -83660.257812 Penalty: 2238.122803 Iteration 17Q: 3 clusters Score -83660.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -83660.257812 Penalty: 2238.122803 Iteration 18F: 3 clusters Score -83660.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Entering Unmasked Estep Score: -62336.636719 Penalty: 1045.613770 Iteration 0F: 2 clusters Score -62336.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61149.894531 Penalty: 2091.227539 Iteration 0F: 3 clusters Score -61149.89 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -61286.441406 Penalty: 2091.227539 Iteration 1F: 3 clusters Score -61286.44 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -61328.433594 Penalty: 2091.227539 Iteration 2F: 3 clusters Score -61328.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -61370.281250 Penalty: 2091.227539 Iteration 3Q: 3 clusters Score -61370.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -61391.492188 Penalty: 2091.227539 Iteration 4Q: 3 clusters Score -61391.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -61404.375000 Penalty: 2091.227539 Iteration 5Q: 3 clusters Score -61404.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -61414.808594 Penalty: 2091.227539 Iteration 6Q: 3 clusters Score -61414.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -61419.921875 Penalty: 2091.227539 Iteration 7Q: 3 clusters Score -61419.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -61426.542969 Penalty: 2091.227539 Iteration 8Q: 3 clusters Score -61426.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -61440.378906 Penalty: 2091.227539 Iteration 9Q: 3 clusters Score -61440.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -61448.273438 Penalty: 2091.227539 Iteration 10Q: 3 clusters Score -61448.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -61455.332031 Penalty: 2091.227539 Iteration 11Q: 3 clusters Score -61455.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -61456.796875 Penalty: 2091.227539 Iteration 12Q: 3 clusters Score -61456.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -61456.796875 Penalty: 2091.227539 Iteration 13F: 3 clusters Score -61456.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Entering Unmasked Estep Score: -136614.593750 Penalty: 1175.671021 Iteration 0F: 2 clusters Score -136614.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -134893.296875 Penalty: 2351.342041 Iteration 0F: 3 clusters Score -134893.3 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -135219.593750 Penalty: 2351.342041 Iteration 1F: 3 clusters Score -135219.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -135315.328125 Penalty: 2351.342041 Iteration 2F: 3 clusters Score -135315.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -135360.750000 Penalty: 2351.342041 Iteration 3Q: 3 clusters Score -135360.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -135406.234375 Penalty: 2351.342041 Iteration 4Q: 3 clusters Score -135406.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -135447.125000 Penalty: 2351.342041 Iteration 5Q: 3 clusters Score -135447.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -135485.562500 Penalty: 2351.342041 Iteration 6Q: 3 clusters Score -135485.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -135518.437500 Penalty: 2351.342041 Iteration 7Q: 3 clusters Score -135518.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -135559.796875 Penalty: 2351.342041 Iteration 8Q: 3 clusters Score -135559.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -135632.781250 Penalty: 2351.342041 Iteration 9Q: 3 clusters Score -135632.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -135674.578125 Penalty: 2351.342041 Iteration 10Q: 3 clusters Score -135674.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -135693.906250 Penalty: 2351.342041 Iteration 11Q: 3 clusters Score -135693.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -135707.000000 Penalty: 2351.342041 Iteration 12Q: 3 clusters Score -135707 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -135718.859375 Penalty: 2351.342041 Iteration 13Q: 3 clusters Score -135718.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -135728.359375 Penalty: 2351.342041 Iteration 14Q: 3 clusters Score -135728.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -135738.765625 Penalty: 2351.342041 Iteration 15Q: 3 clusters Score -135738.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -135748.640625 Penalty: 2351.342041 Iteration 16Q: 3 clusters Score -135748.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -135757.859375 Penalty: 2351.342041 Iteration 17Q: 3 clusters Score -135757.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -135764.140625 Penalty: 2351.342041 Iteration 18Q: 3 clusters Score -135764.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -135767.937500 Penalty: 2351.342041 Iteration 19Q: 3 clusters Score -135767.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -135770.406250 Penalty: 2351.342041 Iteration 20F: 3 clusters Score -135770.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -135772.421875 Penalty: 2351.342041 Iteration 21Q: 3 clusters Score -135772.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -135774.562500 Penalty: 2351.342041 Iteration 22Q: 3 clusters Score -135774.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -135775.203125 Penalty: 2351.342041 Iteration 23Q: 3 clusters Score -135775.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -135775.203125 Penalty: 2351.342041 Iteration 24F: 3 clusters Score -135775.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Entering Unmasked Estep Score: -24224.695312 Penalty: 893.954468 Iteration 0F: 2 clusters Score -24224.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -23407.255859 Penalty: 1787.908936 Iteration 0F: 3 clusters Score -23407.26 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -23473.601562 Penalty: 1787.908936 Iteration 1F: 3 clusters Score -23473.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -23482.035156 Penalty: 1787.908936 Iteration 2Q: 3 clusters Score -23482.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -23489.599609 Penalty: 1787.908936 Iteration 3Q: 3 clusters Score -23489.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23491.347656 Penalty: 1787.908936 Iteration 4Q: 3 clusters Score -23491.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23491.347656 Penalty: 1787.908936 Iteration 5F: 3 clusters Score -23491.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (3461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Entering Unmasked Estep Score: -337273.250000 Penalty: 1324.263306 Iteration 0F: 2 clusters Score -337273.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -334270.843750 Penalty: 2648.526611 Iteration 0F: 3 clusters Score -334270.8 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -334946.843750 Penalty: 2648.526611 Iteration 1F: 3 clusters Score -334946.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -335092.093750 Penalty: 2648.526611 Iteration 2F: 3 clusters Score -335092.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -335199.718750 Penalty: 2648.526611 Iteration 3F: 3 clusters Score -335199.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -335274.781250 Penalty: 2648.526611 Iteration 4Q: 3 clusters Score -335274.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -335328.468750 Penalty: 2648.526611 Iteration 5Q: 3 clusters Score -335328.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -335380.875000 Penalty: 2648.526611 Iteration 6Q: 3 clusters Score -335380.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -335440.812500 Penalty: 2648.526611 Iteration 7Q: 3 clusters Score -335440.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -335527.187500 Penalty: 2648.526611 Iteration 8Q: 3 clusters Score -335527.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -335636.718750 Penalty: 2648.526611 Iteration 9Q: 3 clusters Score -335636.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -335775.125000 Penalty: 2648.526611 Iteration 10Q: 3 clusters Score -335775.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -335929.312500 Penalty: 2648.526611 Iteration 11F: 3 clusters Score -335929.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -336080.125000 Penalty: 2648.526611 Iteration 12Q: 3 clusters Score -336080.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -336263.625000 Penalty: 2648.526611 Iteration 13Q: 3 clusters Score -336263.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -336413.000000 Penalty: 2648.526611 Iteration 14Q: 3 clusters Score -336413 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -336516.656250 Penalty: 2648.526611 Iteration 15Q: 3 clusters Score -336516.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -336592.781250 Penalty: 2648.526611 Iteration 16Q: 3 clusters Score -336592.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -336635.656250 Penalty: 2648.526611 Iteration 17Q: 3 clusters Score -336635.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -336654.781250 Penalty: 2648.526611 Iteration 18Q: 3 clusters Score -336654.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -336671.281250 Penalty: 2648.526611 Iteration 19Q: 3 clusters Score -336671.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -336681.781250 Penalty: 2648.526611 Iteration 20F: 3 clusters Score -336681.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -336699.093750 Penalty: 2648.526611 Iteration 21Q: 3 clusters Score -336699.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -336711.187500 Penalty: 2648.526611 Iteration 22Q: 3 clusters Score -336711.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -336724.187500 Penalty: 2648.526611 Iteration 23Q: 3 clusters Score -336724.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -336730.781250 Penalty: 2648.526611 Iteration 24Q: 3 clusters Score -336730.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -336738.062500 Penalty: 2648.526611 Iteration 25Q: 3 clusters Score -336738.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -336742.312500 Penalty: 2648.526611 Iteration 26Q: 3 clusters Score -336742.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -336744.125000 Penalty: 2648.526611 Iteration 27Q: 3 clusters Score -336744.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -336745.000000 Penalty: 2648.526611 Iteration 28Q: 3 clusters Score -336745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -336744.750000 Penalty: 2648.526611 Iteration 29Q: 3 clusters Score -336744.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -336745.718750 Penalty: 2648.526611 Iteration 30Q: 3 clusters Score -336745.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -336746.625000 Penalty: 2648.526611 Iteration 31Q: 3 clusters Score -336746.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -336746.625000 Penalty: 2648.526611 Iteration 32F: 3 clusters Score -336746.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (15388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15388 members Entering Unmasked Estep Score: -1463748.250000 Penalty: 1566.718262 Iteration 0F: 2 clusters Score -1463748 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -1453095.250000 Penalty: 3133.436523 Iteration 0F: 3 clusters Score -1453095 nChanged 6861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1456908.250000 Penalty: 3133.436523 Iteration 1F: 3 clusters Score -1456908 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1457247.375000 Penalty: 3133.436523 Iteration 2F: 3 clusters Score -1457247 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -1457550.375000 Penalty: 3133.436523 Iteration 3F: 3 clusters Score -1457550 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -1457862.375000 Penalty: 3133.436523 Iteration 4Q: 3 clusters Score -1457862 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -1458209.875000 Penalty: 3133.436523 Iteration 5Q: 3 clusters Score -1458210 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1458562.000000 Penalty: 3133.436523 Iteration 6Q: 3 clusters Score -1458562 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -1458975.000000 Penalty: 3133.436523 Iteration 7Q: 3 clusters Score -1458975 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1459368.625000 Penalty: 3133.436523 Iteration 8Q: 3 clusters Score -1459369 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -1459845.250000 Penalty: 3133.436523 Iteration 9Q: 3 clusters Score -1459845 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -1460369.625000 Penalty: 3133.436523 Iteration 10Q: 3 clusters Score -1460370 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -1460805.875000 Penalty: 3133.436523 Iteration 11Q: 3 clusters Score -1460806 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -1461071.250000 Penalty: 3133.436523 Iteration 12Q: 3 clusters Score -1461071 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -1461209.875000 Penalty: 3133.436523 Iteration 13Q: 3 clusters Score -1461210 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -1461291.125000 Penalty: 3133.436523 Iteration 14Q: 3 clusters Score -1461291 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -1461340.500000 Penalty: 3133.436523 Iteration 15Q: 3 clusters Score -1461340 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -1461381.000000 Penalty: 3133.436523 Iteration 16Q: 3 clusters Score -1461381 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1461422.875000 Penalty: 3133.436523 Iteration 17Q: 3 clusters Score -1461423 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -1461456.125000 Penalty: 3133.436523 Iteration 18Q: 3 clusters Score -1461456 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 8534 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1461552.500000 Penalty: 3133.436523 Iteration 23Q: 3 clusters Score -1461552 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 8921 members Entering Unmasked Estep Score: -1461575.000000 Penalty: 3133.436523 Iteration 24Q: 3 clusters Score -1461575 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -1461582.375000 Penalty: 3133.436523 Iteration 25Q: 3 clusters Score -1461582 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 9069 members Entering Unmasked Estep Score: -1461598.000000 Penalty: 3133.436523 Iteration 26Q: 3 clusters Score -1461598 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -1461608.000000 Penalty: 3133.436523 Iteration 27Q: 3 clusters Score -1461608 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -1461619.375000 Penalty: 3133.436523 Iteration 28Q: 3 clusters Score -1461619 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -1461632.500000 Penalty: 3133.436523 Iteration 29Q: 3 clusters Score -1461632 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1461647.500000 Penalty: 3133.436523 Iteration 30Q: 3 clusters Score -1461648 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 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5486 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -1461757.625000 Penalty: 3133.436523 Iteration 39Q: 3 clusters Score -1461758 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -1461770.375000 Penalty: 3133.436523 Iteration 40F: 3 clusters Score -1461770 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -1461783.625000 Penalty: 3133.436523 Iteration 41Q: 3 clusters Score -1461784 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -1461801.750000 Penalty: 3133.436523 Iteration 42Q: 3 clusters Score -1461802 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -1461941.750000 Penalty: 3133.436523 Iteration 90Q: 3 clusters Score -1461942 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 11217 members Entering Unmasked Estep Score: -1461943.125000 Penalty: 3133.436523 Iteration 91Q: 3 clusters Score -1461943 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 11223 members Entering Unmasked Estep Score: -1461942.750000 Penalty: 3133.436523 Iteration 92Q: 3 clusters Score -1461943 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -1461942.250000 Penalty: 3133.436523 Iteration 93Q: 3 clusters Score -1461942 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -1461945.500000 Penalty: 3133.436523 Iteration 94Q: 3 clusters Score -1461946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -1461944.250000 Penalty: 3133.436523 Iteration 95Q: 3 clusters Score -1461944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1461944.750000 Penalty: 3133.436523 Iteration 96Q: 3 clusters Score -1461945 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -1461943.125000 Penalty: 3133.436523 Iteration 97Q: 3 clusters Score -1461943 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 11251 members Entering Unmasked Estep Score: -1461944.250000 Penalty: 3133.436523 Iteration 98Q: 3 clusters Score -1461944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1461943.750000 Penalty: 3133.436523 Iteration 99Q: 3 clusters Score -1461944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -1461944.125000 Penalty: 3133.436523 Iteration 100F: 3 clusters Score -1461944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -1461941.125000 Penalty: 3133.436523 Iteration 101Q: 3 clusters Score -1461941 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 11266 members Entering Unmasked Estep Score: -1461945.375000 Penalty: 3133.436523 Iteration 102Q: 3 clusters Score -1461945 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -1461945.625000 Penalty: 3133.436523 Iteration 103Q: 3 clusters Score -1461946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -1461946.625000 Penalty: 3133.436523 Iteration 104Q: 3 clusters Score -1461947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -1461946.625000 Penalty: 3133.436523 Iteration 105Q: 3 clusters Score -1461947 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -1461945.750000 Penalty: 3133.436523 Iteration 106Q: 3 clusters Score -1461946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -1461946.250000 Penalty: 3133.436523 Iteration 107Q: 3 clusters Score -1461946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1461947.625000 Penalty: 3133.436523 Iteration 108Q: 3 clusters Score -1461948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 11278 members Entering Unmasked Estep Score: -1461948.000000 Penalty: 3133.436523 Iteration 109Q: 3 clusters Score -1461948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 11278 members Entering Unmasked Estep Score: -1461948.000000 Penalty: 3133.436523 Iteration 110F: 3 clusters Score -1461948 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Entering Unmasked Estep Score: -107234.875000 Penalty: 1141.794312 Iteration 0F: 2 clusters Score -107234.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -105722.148438 Penalty: 2283.588623 Iteration 0F: 3 clusters Score -105722.1 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -106026.007812 Penalty: 2283.588623 Iteration 1F: 3 clusters Score -106026 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -106125.320312 Penalty: 2283.588623 Iteration 2F: 3 clusters Score -106125.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -106168.359375 Penalty: 2283.588623 Iteration 3Q: 3 clusters Score -106168.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -106203.437500 Penalty: 2283.588623 Iteration 4Q: 3 clusters Score -106203.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -106247.195312 Penalty: 2283.588623 Iteration 5Q: 3 clusters Score -106247.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -106295.484375 Penalty: 2283.588623 Iteration 6Q: 3 clusters Score -106295.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -106336.476562 Penalty: 2283.588623 Iteration 7Q: 3 clusters Score -106336.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -106381.609375 Penalty: 2283.588623 Iteration 8Q: 3 clusters Score -106381.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -106413.289062 Penalty: 2283.588623 Iteration 9Q: 3 clusters Score -106413.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -106459.601562 Penalty: 2283.588623 Iteration 10Q: 3 clusters Score -106459.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -106532.109375 Penalty: 2283.588623 Iteration 11Q: 3 clusters Score -106532.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -106632.890625 Penalty: 2283.588623 Iteration 12Q: 3 clusters Score -106632.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -106701.257812 Penalty: 2283.588623 Iteration 13Q: 3 clusters Score -106701.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -106728.234375 Penalty: 2283.588623 Iteration 14Q: 3 clusters Score -106728.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -106747.156250 Penalty: 2283.588623 Iteration 15Q: 3 clusters Score -106747.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -106765.625000 Penalty: 2283.588623 Iteration 16Q: 3 clusters Score -106765.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -106779.265625 Penalty: 2283.588623 Iteration 17Q: 3 clusters Score -106779.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -106791.570312 Penalty: 2283.588623 Iteration 18Q: 3 clusters Score -106791.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -106800.343750 Penalty: 2283.588623 Iteration 19Q: 3 clusters Score -106800.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -106812.570312 Penalty: 2283.588623 Iteration 20F: 3 clusters Score -106812.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -106819.351562 Penalty: 2283.588623 Iteration 21Q: 3 clusters Score -106819.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -106824.796875 Penalty: 2283.588623 Iteration 22Q: 3 clusters Score -106824.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -106829.835938 Penalty: 2283.588623 Iteration 23Q: 3 clusters Score -106829.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -106835.265625 Penalty: 2283.588623 Iteration 24Q: 3 clusters Score -106835.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -106847.562500 Penalty: 2283.588623 Iteration 25Q: 3 clusters Score -106847.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -106852.476562 Penalty: 2283.588623 Iteration 26Q: 3 clusters Score -106852.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -106855.789062 Penalty: 2283.588623 Iteration 27Q: 3 clusters Score -106855.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -106858.125000 Penalty: 2283.588623 Iteration 28Q: 3 clusters Score -106858.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -106859.132812 Penalty: 2283.588623 Iteration 29Q: 3 clusters Score -106859.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -106859.921875 Penalty: 2283.588623 Iteration 30Q: 3 clusters Score -106859.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -106861.085938 Penalty: 2283.588623 Iteration 31Q: 3 clusters Score -106861.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -106861.085938 Penalty: 2283.588623 Iteration 32F: 3 clusters Score -106861.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (1698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Entering Unmasked Estep Score: -153014.515625 Penalty: 1208.546021 Iteration 0F: 2 clusters Score -153014.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -151162.437500 Penalty: 2417.092041 Iteration 0F: 3 clusters Score -151162.4 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -151564.953125 Penalty: 2417.092041 Iteration 1F: 3 clusters Score -151565 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -151650.078125 Penalty: 2417.092041 Iteration 2F: 3 clusters Score -151650.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -151703.937500 Penalty: 2417.092041 Iteration 3Q: 3 clusters Score -151703.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -151744.890625 Penalty: 2417.092041 Iteration 4Q: 3 clusters Score -151744.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -151771.171875 Penalty: 2417.092041 Iteration 5Q: 3 clusters Score -151771.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -151803.734375 Penalty: 2417.092041 Iteration 6Q: 3 clusters Score -151803.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -151850.921875 Penalty: 2417.092041 Iteration 7Q: 3 clusters Score -151850.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -151918.515625 Penalty: 2417.092041 Iteration 8Q: 3 clusters Score -151918.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -152027.593750 Penalty: 2417.092041 Iteration 9Q: 3 clusters Score -152027.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -152153.375000 Penalty: 2417.092041 Iteration 10Q: 3 clusters Score -152153.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -152234.203125 Penalty: 2417.092041 Iteration 11Q: 3 clusters Score -152234.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -152308.406250 Penalty: 2417.092041 Iteration 12Q: 3 clusters Score -152308.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -152373.437500 Penalty: 2417.092041 Iteration 13Q: 3 clusters Score -152373.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -152429.187500 Penalty: 2417.092041 Iteration 14Q: 3 clusters Score -152429.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -152485.062500 Penalty: 2417.092041 Iteration 15Q: 3 clusters Score -152485.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -152531.421875 Penalty: 2417.092041 Iteration 16Q: 3 clusters Score -152531.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -152557.937500 Penalty: 2417.092041 Iteration 17Q: 3 clusters Score -152557.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -152580.671875 Penalty: 2417.092041 Iteration 18Q: 3 clusters Score -152580.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -152597.000000 Penalty: 2417.092041 Iteration 19Q: 3 clusters Score -152597 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -152610.703125 Penalty: 2417.092041 Iteration 20F: 3 clusters Score -152610.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -152620.562500 Penalty: 2417.092041 Iteration 21Q: 3 clusters Score -152620.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -152624.046875 Penalty: 2417.092041 Iteration 22Q: 3 clusters Score -152624 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -152629.078125 Penalty: 2417.092041 Iteration 23Q: 3 clusters Score -152629.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -152632.031250 Penalty: 2417.092041 Iteration 24Q: 3 clusters Score -152632 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -152638.187500 Penalty: 2417.092041 Iteration 25Q: 3 clusters Score -152638.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -152669.656250 Penalty: 2417.092041 Iteration 26Q: 3 clusters Score -152669.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -152678.640625 Penalty: 2417.092041 Iteration 27Q: 3 clusters Score -152678.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -152689.640625 Penalty: 2417.092041 Iteration 28Q: 3 clusters Score -152689.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -152701.312500 Penalty: 2417.092041 Iteration 29Q: 3 clusters Score -152701.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -152710.718750 Penalty: 2417.092041 Iteration 30Q: 3 clusters Score -152710.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -152715.921875 Penalty: 2417.092041 Iteration 31Q: 3 clusters Score -152715.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -152719.265625 Penalty: 2417.092041 Iteration 32Q: 3 clusters Score -152719.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -152721.171875 Penalty: 2417.092041 Iteration 33Q: 3 clusters Score -152721.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -152721.750000 Penalty: 2417.092041 Iteration 34Q: 3 clusters Score -152721.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -152723.250000 Penalty: 2417.092041 Iteration 35Q: 3 clusters Score -152723.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -152723.875000 Penalty: 2417.092041 Iteration 36Q: 3 clusters Score -152723.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -152723.875000 Penalty: 2417.092041 Iteration 37F: 3 clusters Score -152723.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Entering Unmasked Estep Score: -33400.734375 Penalty: 947.680908 Iteration 0F: 2 clusters Score -33400.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -32448.167969 Penalty: 1895.361816 Iteration 0F: 3 clusters Score -32448.17 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -32560.224609 Penalty: 1895.361816 Iteration 1F: 3 clusters Score -32560.22 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -32633.423828 Penalty: 1895.361816 Iteration 2F: 3 clusters Score -32633.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -32660.802734 Penalty: 1895.361816 Iteration 3Q: 3 clusters Score -32660.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -32692.048828 Penalty: 1895.361816 Iteration 4Q: 3 clusters Score -32692.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -32719.029297 Penalty: 1895.361816 Iteration 5Q: 3 clusters Score -32719.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -32728.382812 Penalty: 1895.361816 Iteration 6Q: 3 clusters Score -32728.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -32736.175781 Penalty: 1895.361816 Iteration 7Q: 3 clusters Score -32736.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -32740.376953 Penalty: 1895.361816 Iteration 8Q: 3 clusters Score -32740.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -32748.904297 Penalty: 1895.361816 Iteration 9Q: 3 clusters Score -32748.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -32751.046875 Penalty: 1895.361816 Iteration 10Q: 3 clusters Score -32751.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -32751.046875 Penalty: 1895.361816 Iteration 11F: 3 clusters Score -32751.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Entering Unmasked Estep Score: -87011.109375 Penalty: 1099.318848 Iteration 0F: 2 clusters Score -87011.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -85681.609375 Penalty: 2198.637695 Iteration 0F: 3 clusters Score -85681.61 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -85914.554688 Penalty: 2198.637695 Iteration 1F: 3 clusters Score -85914.55 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -85964.203125 Penalty: 2198.637695 Iteration 2F: 3 clusters Score -85964.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -85990.210938 Penalty: 2198.637695 Iteration 3Q: 3 clusters Score -85990.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -86010.054688 Penalty: 2198.637695 Iteration 4Q: 3 clusters Score -86010.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -86019.453125 Penalty: 2198.637695 Iteration 5Q: 3 clusters Score -86019.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -86021.937500 Penalty: 2198.637695 Iteration 6Q: 3 clusters Score -86021.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -86023.546875 Penalty: 2198.637695 Iteration 7Q: 3 clusters Score -86023.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -86025.351562 Penalty: 2198.637695 Iteration 8Q: 3 clusters Score -86025.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -86027.351562 Penalty: 2198.637695 Iteration 9Q: 3 clusters Score -86027.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -86028.179688 Penalty: 2198.637695 Iteration 10Q: 3 clusters Score -86028.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -86028.179688 Penalty: 2198.637695 Iteration 11F: 3 clusters Score -86028.18 nChanged 0 --- Evaluating fit on full set of 263147 points --- Entering Unmasked Estep Score: -24607850.000000 Penalty: 73010.734375 22->37 Clusters: Score -24607850.000000, best is -24635924.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 87715 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 3945 members Mstep: Class 4 contains 3825 members Mstep: Class 5 contains 3945 members Mstep: Class 6 contains 4063 members Mstep: Class 7 contains 3851 members Mstep: Class 8 contains 3862 members Mstep: Class 9 contains 4019 members Mstep: Class 10 contains 4117 members Mstep: Class 11 contains 4017 members Mstep: Class 12 contains 4020 members Mstep: Class 13 contains 4091 members Mstep: Class 14 contains 3971 members Mstep: Class 15 contains 4042 members Mstep: Class 16 contains 3923 members Mstep: Class 17 contains 4054 members Mstep: Class 18 contains 4010 members Mstep: Class 19 contains 3968 members Mstep: Class 20 contains 4011 members Mstep: Class 21 contains 4026 members Mstep: Class 22 contains 4016 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 145.293945 but Gain 1849.550781 Score: -7268123.000000 Penalty: 38840.558594 Iteration 0F: 22 clusters Score -7268123 nChanged 82805 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 696 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 6336 members Mstep: Class 5 contains 1193 members Mstep: Class 6 contains 1164 members Mstep: Class 7 contains 8366 members Mstep: Class 8 contains 766 members Mstep: Class 9 contains 1469 members Mstep: Class 10 contains 1239 members Mstep: Class 12 contains 6630 members Mstep: Class 13 contains 10668 members Mstep: Class 14 contains 4327 members Mstep: Class 15 contains 13770 members Mstep: Class 16 contains 3930 members Mstep: Class 17 contains 325 members Mstep: Class 18 contains 1823 members Mstep: Class 19 contains 9844 members Mstep: Class 20 contains 6822 members Mstep: Class 21 contains 3197 members Mstep: Class 22 contains 2642 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 633.142822 but Gain 1849.550781 Score: -7755053.500000 Penalty: 36991.007812 Iteration 1F: 21 clusters Score -7755054 nChanged 38492 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 520 members Mstep: Class 3 contains 731 members Mstep: Class 4 contains 6597 members Mstep: Class 5 contains 510 members Mstep: Class 6 contains 3568 members Mstep: Class 7 contains 9736 members Mstep: Class 8 contains 1048 members Mstep: Class 9 contains 833 members Mstep: Class 10 contains 693 members Mstep: Class 12 contains 11924 members Mstep: Class 13 contains 9650 members Mstep: Class 14 contains 2021 members Mstep: Class 15 contains 11929 members Mstep: Class 16 contains 2801 members Mstep: Class 18 contains 2225 members Mstep: Class 19 contains 6471 members Mstep: Class 20 contains 8488 members Mstep: Class 21 contains 3882 members Mstep: Class 22 contains 2724 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1027.099976 but Gain 1849.550781 Score: -7947781.000000 Penalty: 35141.457031 Iteration 2F: 20 clusters Score -7947781 nChanged 23929 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 598 members Mstep: Class 4 contains 8414 members Mstep: Class 6 contains 5868 members Mstep: Class 7 contains 10945 members Mstep: Class 8 contains 936 members Mstep: Class 9 contains 552 members Mstep: Class 10 contains 600 members Mstep: Class 12 contains 14094 members Mstep: Class 13 contains 7037 members Mstep: Class 14 contains 1404 members Mstep: Class 15 contains 8604 members Mstep: Class 16 contains 2625 members Mstep: Class 18 contains 1667 members Mstep: Class 19 contains 4258 members Mstep: Class 20 contains 10470 members Mstep: Class 21 contains 4738 members Mstep: Class 22 contains 3040 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1581.664307 but Gain 1849.550781 Score: -8024025.000000 Penalty: 33291.906250 Iteration 3F: 19 clusters Score -8024025 nChanged 12838 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 543 members Mstep: Class 4 contains 9349 members Mstep: Class 6 contains 6901 members Mstep: Class 7 contains 11051 members Mstep: Class 8 contains 1028 members Mstep: Class 9 contains 426 members Mstep: Class 10 contains 818 members Mstep: Class 12 contains 14000 members Mstep: Class 13 contains 5672 members Mstep: Class 14 contains 1551 members Mstep: Class 15 contains 7782 members Mstep: Class 16 contains 2830 members Mstep: Class 18 contains 1444 members Mstep: Class 19 contains 4084 members Mstep: Class 20 contains 11041 members Mstep: Class 21 contains 5212 members Mstep: Class 22 contains 2628 members Entering Unmasked Estep ConsiderDeletion Score: -8060466.500000 Penalty: 33291.906250 Iteration 4F: 19 clusters Score -8060466 nChanged 7897 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 601 members Mstep: Class 4 contains 9703 members Mstep: Class 6 contains 7386 members Mstep: Class 7 contains 11121 members Mstep: Class 8 contains 1105 members Mstep: Class 9 contains 433 members Mstep: Class 10 contains 930 members Mstep: Class 12 contains 13218 members Mstep: Class 13 contains 4531 members Mstep: Class 14 contains 1607 members Mstep: Class 15 contains 8054 members Mstep: Class 16 contains 2870 members Mstep: Class 18 contains 1395 members Mstep: Class 19 contains 4536 members Mstep: Class 20 contains 11185 members Mstep: Class 21 contains 5499 members Mstep: Class 22 contains 2200 members Entering Unmasked Estep ConsiderDeletion Score: -8081014.500000 Penalty: 33291.906250 Iteration 5F: 19 clusters Score -8081014 nChanged 5447 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 692 members Mstep: Class 4 contains 9569 members Mstep: Class 6 contains 7527 members Mstep: Class 7 contains 11492 members Mstep: Class 8 contains 1165 members Mstep: Class 9 contains 529 members Mstep: Class 10 contains 952 members Mstep: Class 12 contains 12275 members Mstep: Class 13 contains 3613 members Mstep: Class 14 contains 1624 members Mstep: Class 15 contains 8693 members Mstep: Class 16 contains 2926 members Mstep: Class 18 contains 1442 members Mstep: Class 19 contains 4915 members Mstep: Class 20 contains 11355 members Mstep: Class 21 contains 5616 members Mstep: Class 22 contains 2004 members Entering Unmasked Estep ConsiderDeletion Score: -8095164.500000 Penalty: 33291.906250 Iteration 6F: 19 clusters Score -8095164 nChanged 4203 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 781 members Mstep: Class 4 contains 9136 members Mstep: Class 6 contains 7561 members Mstep: Class 7 contains 12122 members Mstep: Class 8 contains 1189 members Mstep: Class 9 contains 661 members Mstep: Class 10 contains 948 members Mstep: Class 12 contains 11532 members Mstep: Class 13 contains 2835 members Mstep: Class 14 contains 1624 members Mstep: Class 15 contains 9097 members Mstep: Class 16 contains 3087 members Mstep: Class 18 contains 1525 members Mstep: Class 19 contains 5288 members Mstep: Class 20 contains 11446 members Mstep: Class 21 contains 5643 members Mstep: Class 22 contains 1946 members Entering Unmasked Estep ConsiderDeletion Score: -8106567.500000 Penalty: 33291.906250 Iteration 7Q: 19 clusters Score -8106568 nChanged 3491 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 860 members Mstep: Class 4 contains 8518 members Mstep: Class 6 contains 7538 members Mstep: Class 7 contains 12992 members Mstep: Class 8 contains 1224 members Mstep: Class 9 contains 821 members Mstep: Class 10 contains 942 members Mstep: Class 12 contains 11083 members Mstep: Class 13 contains 2157 members Mstep: Class 14 contains 1624 members Mstep: Class 15 contains 9112 members Mstep: Class 16 contains 3367 members Mstep: Class 18 contains 1628 members Mstep: Class 19 contains 5657 members Mstep: Class 20 contains 11507 members Mstep: Class 21 contains 5559 members Mstep: Class 22 contains 1863 members Entering Unmasked Estep ConsiderDeletion Score: -8115516.500000 Penalty: 33291.906250 Iteration 8Q: 19 clusters Score -8115516 nChanged 2709 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 889 members Mstep: Class 4 contains 7932 members Mstep: Class 6 contains 7528 members Mstep: Class 7 contains 13838 members Mstep: Class 8 contains 1242 members Mstep: Class 9 contains 972 members Mstep: Class 10 contains 940 members Mstep: Class 12 contains 11052 members Mstep: Class 13 contains 1663 members Mstep: Class 14 contains 1658 members Mstep: Class 15 contains 8832 members Mstep: Class 16 contains 3677 members Mstep: Class 18 contains 1743 members Mstep: Class 19 contains 5759 members Mstep: Class 20 contains 11550 members Mstep: Class 21 contains 5427 members Mstep: Class 22 contains 1771 members Entering Unmasked Estep ConsiderDeletion Score: -8120458.000000 Penalty: 33291.906250 Iteration 9Q: 19 clusters Score -8120458 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 948 members Mstep: Class 4 contains 7479 members Mstep: Class 6 contains 7535 members Mstep: Class 7 contains 14501 members Mstep: Class 8 contains 1246 members Mstep: Class 9 contains 1100 members Mstep: Class 10 contains 943 members Mstep: Class 12 contains 11043 members Mstep: Class 13 contains 1360 members Mstep: Class 14 contains 1701 members Mstep: Class 15 contains 8516 members Mstep: Class 16 contains 3873 members Mstep: Class 18 contains 1849 members Mstep: Class 19 contains 5856 members Mstep: Class 20 contains 11532 members Mstep: Class 21 contains 5324 members Mstep: Class 22 contains 1687 members Entering Unmasked Estep ConsiderDeletion Score: -8124124.500000 Penalty: 33291.906250 Iteration 10Q: 19 clusters Score -8124124 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1040 members Mstep: Class 4 contains 7198 members Mstep: Class 6 contains 7568 members Mstep: Class 7 contains 14930 members Mstep: Class 8 contains 1238 members Mstep: Class 9 contains 1181 members Mstep: Class 10 contains 952 members Mstep: Class 12 contains 11031 members Mstep: Class 13 contains 1220 members Mstep: Class 14 contains 1707 members Mstep: Class 15 contains 8318 members Mstep: Class 16 contains 3938 members Mstep: Class 18 contains 1952 members Mstep: Class 19 contains 5938 members Mstep: Class 20 contains 11465 members Mstep: Class 21 contains 5210 members Mstep: Class 22 contains 1632 members Entering Unmasked Estep ConsiderDeletion Score: -8126510.000000 Penalty: 33291.906250 Iteration 11Q: 19 clusters Score -8126510 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1166 members Mstep: Class 4 contains 7016 members Mstep: Class 6 contains 7596 members Mstep: Class 7 contains 15194 members Mstep: Class 8 contains 1239 members Mstep: Class 9 contains 1243 members Mstep: Class 10 contains 954 members Mstep: Class 12 contains 11016 members Mstep: Class 13 contains 1201 members Mstep: Class 14 contains 1696 members Mstep: Class 15 contains 8227 members Mstep: Class 16 contains 3909 members Mstep: Class 18 contains 2075 members Mstep: Class 19 contains 6005 members Mstep: Class 20 contains 11344 members Mstep: Class 21 contains 5075 members Mstep: Class 22 contains 1589 members Entering Unmasked Estep ConsiderDeletion Score: -8128118.500000 Penalty: 33291.906250 Iteration 12Q: 19 clusters Score -8128118 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1333 members Mstep: Class 4 contains 6890 members Mstep: Class 6 contains 7634 members Mstep: Class 7 contains 15381 members Mstep: Class 8 contains 1249 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 960 members Mstep: Class 12 contains 11004 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 1687 members Mstep: Class 15 contains 8183 members Mstep: Class 16 contains 3833 members Mstep: Class 18 contains 2188 members Mstep: Class 19 contains 6060 members Mstep: Class 20 contains 11218 members Mstep: Class 21 contains 4904 members Mstep: Class 22 contains 1559 members Entering Unmasked Estep ConsiderDeletion Score: -8129590.000000 Penalty: 33291.906250 Iteration 13Q: 19 clusters Score -8129590 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1534 members Mstep: Class 4 contains 6783 members Mstep: Class 6 contains 7663 members Mstep: Class 7 contains 15530 members Mstep: Class 8 contains 1257 members Mstep: Class 9 contains 1335 members Mstep: Class 10 contains 969 members Mstep: Class 12 contains 10995 members Mstep: Class 13 contains 1234 members Mstep: Class 14 contains 1688 members Mstep: Class 15 contains 8168 members Mstep: Class 16 contains 3761 members Mstep: Class 18 contains 2295 members Mstep: Class 19 contains 6097 members Mstep: Class 20 contains 11114 members Mstep: Class 21 contains 4685 members Mstep: Class 22 contains 1543 members Entering Unmasked Estep ConsiderDeletion Score: -8131134.000000 Penalty: 33291.906250 Iteration 14Q: 19 clusters Score -8131134 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1735 members Mstep: Class 4 contains 6672 members Mstep: Class 6 contains 7685 members Mstep: Class 7 contains 15684 members Mstep: Class 8 contains 1264 members Mstep: Class 9 contains 1370 members Mstep: Class 10 contains 973 members Mstep: Class 12 contains 10982 members Mstep: Class 13 contains 1188 members Mstep: Class 14 contains 1691 members Mstep: Class 15 contains 8163 members Mstep: Class 16 contains 3698 members Mstep: Class 18 contains 2382 members Mstep: Class 19 contains 6126 members Mstep: Class 20 contains 11072 members Mstep: Class 21 contains 4470 members Mstep: Class 22 contains 1535 members Entering Unmasked Estep ConsiderDeletion Score: -8132705.500000 Penalty: 33291.906250 Iteration 15Q: 19 clusters Score -8132706 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1931 members Mstep: Class 4 contains 6533 members Mstep: Class 6 contains 7690 members Mstep: Class 7 contains 15835 members Mstep: Class 8 contains 1276 members Mstep: Class 9 contains 1421 members Mstep: Class 10 contains 974 members Mstep: Class 12 contains 10971 members Mstep: Class 13 contains 1132 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8159 members Mstep: Class 16 contains 3654 members Mstep: Class 18 contains 2424 members Mstep: Class 19 contains 6154 members Mstep: Class 20 contains 11047 members Mstep: Class 21 contains 4264 members Mstep: Class 22 contains 1540 members Entering Unmasked Estep ConsiderDeletion Score: -8134263.000000 Penalty: 33291.906250 Iteration 16Q: 19 clusters Score -8134263 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2105 members Mstep: Class 4 contains 6371 members Mstep: Class 6 contains 7708 members Mstep: Class 7 contains 15990 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1485 members Mstep: Class 10 contains 976 members Mstep: Class 12 contains 10965 members Mstep: Class 13 contains 1079 members Mstep: Class 14 contains 1709 members Mstep: Class 15 contains 8157 members Mstep: Class 16 contains 3602 members Mstep: Class 18 contains 2448 members Mstep: Class 19 contains 6178 members Mstep: Class 20 contains 11038 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -8136037.000000 Penalty: 33291.906250 Iteration 17Q: 19 clusters Score -8136037 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 2256 members Mstep: Class 4 contains 6179 members Mstep: Class 6 contains 7724 members Mstep: Class 7 contains 16161 members Mstep: Class 8 contains 1293 members Mstep: Class 9 contains 1545 members Mstep: Class 10 contains 979 members Mstep: Class 12 contains 10960 members Mstep: Class 13 contains 1026 members Mstep: Class 14 contains 1715 members Mstep: Class 15 contains 8156 members Mstep: Class 16 contains 3553 members Mstep: Class 18 contains 2474 members Mstep: Class 19 contains 6204 members Mstep: Class 20 contains 11032 members Mstep: Class 21 contains 3916 members Mstep: Class 22 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -8138499.500000 Penalty: 33291.906250 Iteration 18Q: 19 clusters Score -8138500 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 2380 members Mstep: Class 4 contains 6045 members Mstep: Class 6 contains 7732 members Mstep: Class 7 contains 16264 members Mstep: Class 8 contains 1297 members Mstep: Class 9 contains 1600 members Mstep: Class 10 contains 979 members Mstep: Class 12 contains 10958 members Mstep: Class 13 contains 983 members Mstep: Class 14 contains 1718 members Mstep: Class 15 contains 8156 members Mstep: Class 16 contains 3508 members Mstep: Class 18 contains 2497 members Mstep: Class 19 contains 6229 members Mstep: Class 20 contains 11025 members Mstep: Class 21 contains 3798 members Mstep: Class 22 contains 1562 members Entering Unmasked Estep ConsiderDeletion Score: -8140990.500000 Penalty: 33291.906250 Iteration 19Q: 19 clusters Score -8140990 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 2456 members Mstep: Class 4 contains 6001 members Mstep: Class 6 contains 7754 members Mstep: Class 7 contains 16297 members Mstep: Class 8 contains 1304 members Mstep: Class 9 contains 1617 members Mstep: Class 10 contains 979 members Mstep: Class 12 contains 10958 members Mstep: Class 13 contains 940 members Mstep: Class 14 contains 1721 members Mstep: Class 15 contains 8154 members Mstep: Class 16 contains 3466 members Mstep: Class 18 contains 2518 members Mstep: Class 19 contains 6260 members Mstep: Class 20 contains 11028 members Mstep: Class 21 contains 3709 members Mstep: Class 22 contains 1569 members Entering Unmasked Estep ConsiderDeletion Score: -8142279.500000 Penalty: 33291.906250 Iteration 20F: 19 clusters Score -8142280 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 2589 members Mstep: Class 4 contains 5970 members Mstep: Class 6 contains 7784 members Mstep: Class 7 contains 16309 members Mstep: Class 8 contains 1313 members Mstep: Class 9 contains 1677 members Mstep: Class 10 contains 979 members Mstep: Class 12 contains 10949 members Mstep: Class 13 contains 927 members Mstep: Class 14 contains 1711 members Mstep: Class 15 contains 8132 members Mstep: Class 16 contains 3426 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 6278 members Mstep: Class 20 contains 11025 members Mstep: Class 21 contains 3559 members Mstep: Class 22 contains 1571 members Entering Unmasked Estep ConsiderDeletion Score: -8143013.000000 Penalty: 33291.906250 Iteration 21Q: 19 clusters Score -8143013 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 2617 members Mstep: Class 4 contains 5956 members Mstep: Class 6 contains 7811 members Mstep: Class 7 contains 16326 members Mstep: Class 8 contains 1317 members Mstep: Class 9 contains 1682 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 923 members Mstep: Class 14 contains 1704 members Mstep: Class 15 contains 8128 members Mstep: Class 16 contains 3396 members Mstep: Class 18 contains 2566 members Mstep: Class 19 contains 6283 members Mstep: Class 20 contains 11027 members Mstep: Class 21 contains 3493 members Mstep: Class 22 contains 1580 members Entering Unmasked Estep ConsiderDeletion Score: -8143228.500000 Penalty: 33291.906250 Iteration 22Q: 19 clusters Score -8143228 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 2615 members Mstep: Class 4 contains 5944 members Mstep: Class 6 contains 7833 members Mstep: Class 7 contains 16340 members Mstep: Class 8 contains 1323 members Mstep: Class 9 contains 1684 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 1704 members Mstep: Class 15 contains 8124 members Mstep: Class 16 contains 3354 members Mstep: Class 18 contains 2590 members Mstep: Class 19 contains 6286 members Mstep: Class 20 contains 11026 members Mstep: Class 21 contains 3478 members Mstep: Class 22 contains 1583 members Entering Unmasked Estep ConsiderDeletion Score: -8143363.500000 Penalty: 33291.906250 Iteration 23Q: 19 clusters Score -8143364 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 2600 members Mstep: Class 4 contains 5943 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 16352 members Mstep: Class 8 contains 1330 members Mstep: Class 9 contains 1682 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 927 members Mstep: Class 14 contains 1701 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3323 members Mstep: Class 18 contains 2613 members Mstep: Class 19 contains 6289 members Mstep: Class 20 contains 11028 members Mstep: Class 21 contains 3468 members Mstep: Class 22 contains 1587 members Entering Unmasked Estep ConsiderDeletion Score: -8143506.500000 Penalty: 33291.906250 Iteration 24Q: 19 clusters Score -8143506 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2578 members Mstep: Class 4 contains 5943 members Mstep: Class 6 contains 7854 members Mstep: Class 7 contains 16363 members Mstep: Class 8 contains 1338 members Mstep: Class 9 contains 1676 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 932 members Mstep: Class 14 contains 1699 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3305 members Mstep: Class 18 contains 2623 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11024 members Mstep: Class 21 contains 3477 members Mstep: Class 22 contains 1590 members Entering Unmasked Estep ConsiderDeletion Score: -8143812.000000 Penalty: 33291.906250 Iteration 25Q: 19 clusters Score -8143812 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2535 members Mstep: Class 4 contains 5943 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 16377 members Mstep: Class 8 contains 1345 members Mstep: Class 9 contains 1672 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 935 members Mstep: Class 14 contains 1698 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3309 members Mstep: Class 18 contains 2632 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11022 members Mstep: Class 21 contains 3493 members Mstep: Class 22 contains 1592 members Entering Unmasked Estep ConsiderDeletion Score: -8144024.000000 Penalty: 33291.906250 Iteration 26Q: 19 clusters Score -8144024 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2496 members Mstep: Class 4 contains 5944 members Mstep: Class 6 contains 7843 members Mstep: Class 7 contains 16387 members Mstep: Class 8 contains 1353 members Mstep: Class 9 contains 1667 members Mstep: Class 10 contains 982 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 937 members Mstep: Class 14 contains 1697 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3315 members Mstep: Class 18 contains 2650 members Mstep: Class 19 contains 6289 members Mstep: Class 20 contains 11020 members Mstep: Class 21 contains 3502 members Mstep: Class 22 contains 1591 members Entering Unmasked Estep ConsiderDeletion Score: -8144092.000000 Penalty: 33291.906250 Iteration 27Q: 19 clusters Score -8144092 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2443 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 16390 members Mstep: Class 8 contains 1366 members Mstep: Class 9 contains 1663 members Mstep: Class 10 contains 982 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 940 members Mstep: Class 14 contains 1697 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3327 members Mstep: Class 18 contains 2655 members Mstep: Class 19 contains 6289 members Mstep: Class 20 contains 11018 members Mstep: Class 21 contains 3518 members Mstep: Class 22 contains 1592 members Entering Unmasked Estep ConsiderDeletion Score: -8144223.000000 Penalty: 33291.906250 Iteration 28Q: 19 clusters Score -8144223 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2398 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 7841 members Mstep: Class 7 contains 16392 members Mstep: Class 8 contains 1379 members Mstep: Class 9 contains 1663 members Mstep: Class 10 contains 982 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 942 members Mstep: Class 14 contains 1697 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3342 members Mstep: Class 18 contains 2664 members Mstep: Class 19 contains 6289 members Mstep: Class 20 contains 11016 members Mstep: Class 21 contains 3529 members Mstep: Class 22 contains 1593 members Entering Unmasked Estep ConsiderDeletion Score: -8144270.000000 Penalty: 33291.906250 Iteration 29Q: 19 clusters Score -8144270 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2356 members Mstep: Class 4 contains 5947 members Mstep: Class 6 contains 7842 members Mstep: Class 7 contains 16391 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 1665 members Mstep: Class 10 contains 982 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 943 members Mstep: Class 14 contains 1697 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3358 members Mstep: Class 18 contains 2669 members Mstep: Class 19 contains 6289 members Mstep: Class 20 contains 11015 members Mstep: Class 21 contains 3536 members Mstep: Class 22 contains 1594 members Entering Unmasked Estep ConsiderDeletion Score: -8144343.000000 Penalty: 33291.906250 Iteration 30Q: 19 clusters Score -8144343 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2315 members Mstep: Class 4 contains 5947 members Mstep: Class 6 contains 7841 members Mstep: Class 7 contains 16391 members Mstep: Class 8 contains 1397 members Mstep: Class 9 contains 1671 members Mstep: Class 10 contains 982 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1697 members Mstep: Class 15 contains 8117 members Mstep: Class 16 contains 3369 members Mstep: Class 18 contains 2672 members Mstep: Class 19 contains 6289 members Mstep: Class 20 contains 11014 members Mstep: Class 21 contains 3550 members Mstep: Class 22 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -8144377.500000 Penalty: 33291.906250 Iteration 31Q: 19 clusters Score -8144378 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2284 members Mstep: Class 4 contains 5947 members Mstep: Class 6 contains 7840 members Mstep: Class 7 contains 16391 members Mstep: Class 8 contains 1408 members Mstep: Class 9 contains 1673 members Mstep: Class 10 contains 982 members Mstep: Class 12 contains 10945 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1698 members Mstep: Class 15 contains 8117 members Mstep: Class 16 contains 3375 members Mstep: Class 18 contains 2676 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11014 members Mstep: Class 21 contains 3556 members Mstep: Class 22 contains 1596 members Entering Unmasked Estep ConsiderDeletion Score: -8144410.000000 Penalty: 33291.906250 Iteration 32Q: 19 clusters Score -8144410 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2247 members Mstep: Class 4 contains 5947 members Mstep: Class 6 contains 7841 members Mstep: Class 7 contains 16392 members Mstep: Class 8 contains 1424 members Mstep: Class 9 contains 1672 members Mstep: Class 10 contains 982 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1699 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3388 members Mstep: Class 18 contains 2677 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11014 members Mstep: Class 21 contains 3558 members Mstep: Class 22 contains 1597 members Entering Unmasked Estep ConsiderDeletion Score: -8144466.500000 Penalty: 33291.906250 Iteration 33Q: 19 clusters Score -8144466 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2202 members Mstep: Class 4 contains 5947 members Mstep: Class 6 contains 7845 members Mstep: Class 7 contains 16393 members Mstep: Class 8 contains 1446 members Mstep: Class 9 contains 1670 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1700 members Mstep: Class 15 contains 8118 members Mstep: Class 16 contains 3402 members Mstep: Class 18 contains 2679 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11014 members Mstep: Class 21 contains 3564 members Mstep: Class 22 contains 1596 members Entering Unmasked Estep ConsiderDeletion Score: -8144532.500000 Penalty: 33291.906250 Iteration 34Q: 19 clusters Score -8144532 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2151 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 16393 members Mstep: Class 8 contains 1465 members Mstep: Class 9 contains 1668 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1702 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3419 members Mstep: Class 18 contains 2685 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11013 members Mstep: Class 21 contains 3572 members Mstep: Class 22 contains 1594 members Entering Unmasked Estep ConsiderDeletion Score: -8144631.500000 Penalty: 33291.906250 Iteration 35Q: 19 clusters Score -8144632 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2106 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 7854 members Mstep: Class 7 contains 16393 members Mstep: Class 8 contains 1490 members Mstep: Class 9 contains 1668 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3423 members Mstep: Class 18 contains 2684 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3583 members Mstep: Class 22 contains 1594 members Entering Unmasked Estep ConsiderDeletion Score: -8144709.000000 Penalty: 33291.906250 Iteration 36Q: 19 clusters Score -8144709 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2051 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 7860 members Mstep: Class 7 contains 16393 members Mstep: Class 8 contains 1520 members Mstep: Class 9 contains 1667 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3428 members Mstep: Class 18 contains 2686 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3596 members Mstep: Class 22 contains 1594 members Entering Unmasked Estep ConsiderDeletion Score: -8144838.000000 Penalty: 33291.906250 Iteration 37Q: 19 clusters Score -8144838 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2002 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 7863 members Mstep: Class 7 contains 16393 members Mstep: Class 8 contains 1552 members Mstep: Class 9 contains 1666 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3428 members Mstep: Class 18 contains 2691 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3607 members Mstep: Class 22 contains 1593 members Entering Unmasked Estep ConsiderDeletion Score: -8144981.500000 Penalty: 33291.906250 Iteration 38Q: 19 clusters Score -8144982 nChanged 63 Entering ConstructFrom: Score: -8144981.500000 Penalty: 33291.906250 Entering ConstructFrom: Trying to split cluster 1 (933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Entering Unmasked Estep Score: -86543.367188 Penalty: 1111.240845 Iteration 0F: 2 clusters Score -86543.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -85173.335938 Penalty: 2222.481689 Iteration 0F: 3 clusters Score -85173.34 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -85481.429688 Penalty: 2222.481689 Iteration 1F: 3 clusters Score -85481.43 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -85595.445312 Penalty: 2222.481689 Iteration 2F: 3 clusters Score -85595.45 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -85703.523438 Penalty: 2222.481689 Iteration 3F: 3 clusters Score -85703.52 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -85807.492188 Penalty: 2222.481689 Iteration 4Q: 3 clusters Score -85807.49 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -85925.148438 Penalty: 2222.481689 Iteration 5F: 3 clusters Score -85925.15 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -86124.882812 Penalty: 2222.481689 Iteration 6F: 3 clusters Score -86124.88 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -86396.796875 Penalty: 2222.481689 Iteration 7F: 3 clusters Score -86396.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -86539.789062 Penalty: 2222.481689 Iteration 8F: 3 clusters Score -86539.79 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -86606.906250 Penalty: 2222.481689 Iteration 9Q: 3 clusters Score -86606.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -86645.320312 Penalty: 2222.481689 Iteration 10Q: 3 clusters Score -86645.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -86667.953125 Penalty: 2222.481689 Iteration 11Q: 3 clusters Score -86667.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -86710.648438 Penalty: 2222.481689 Iteration 12Q: 3 clusters Score -86710.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -86743.414062 Penalty: 2222.481689 Iteration 13Q: 3 clusters Score -86743.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -86756.617188 Penalty: 2222.481689 Iteration 14Q: 3 clusters Score -86756.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -86757.976562 Penalty: 2222.481689 Iteration 15Q: 3 clusters Score -86757.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -86770.054688 Penalty: 2222.481689 Iteration 16Q: 3 clusters Score -86770.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -86780.859375 Penalty: 2222.481689 Iteration 17Q: 3 clusters Score -86780.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -86783.937500 Penalty: 2222.481689 Iteration 18Q: 3 clusters Score -86783.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -86789.226562 Penalty: 2222.481689 Iteration 19Q: 3 clusters Score -86789.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -86789.226562 Penalty: 2222.481689 Iteration 20F: 3 clusters Score -86789.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 724 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 7868 members Mstep: Class 7 contains 16393 members Mstep: Class 8 contains 1590 members Mstep: Class 9 contains 1666 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3432 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Entering Unmasked Estep Score: -8144578.000000 Penalty: 35141.457031 Splitting cluster 1 changes total score from -8144981.500000 to -8144578.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Entering Unmasked Estep Score: -190391.218750 Penalty: 1230.698853 Iteration 0F: 2 clusters Score -190391.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -188374.609375 Penalty: 2461.397705 Iteration 0F: 3 clusters Score -188374.6 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -189203.062500 Penalty: 2461.397705 Iteration 1F: 3 clusters Score -189203.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -189994.046875 Penalty: 2461.397705 Iteration 2F: 3 clusters Score -189994 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -190658.046875 Penalty: 2461.397705 Iteration 3F: 3 clusters Score -190658 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -191069.500000 Penalty: 2461.397705 Iteration 4F: 3 clusters Score -191069.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -191278.046875 Penalty: 2461.397705 Iteration 5F: 3 clusters Score -191278 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -191358.781250 Penalty: 2461.397705 Iteration 6Q: 3 clusters Score -191358.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -191397.281250 Penalty: 2461.397705 Iteration 7Q: 3 clusters Score -191397.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -191423.687500 Penalty: 2461.397705 Iteration 8Q: 3 clusters Score -191423.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -191434.343750 Penalty: 2461.397705 Iteration 9Q: 3 clusters Score -191434.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -191439.562500 Penalty: 2461.397705 Iteration 10Q: 3 clusters Score -191439.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -191439.562500 Penalty: 2461.397705 Iteration 11F: 3 clusters Score -191439.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 7868 members Mstep: Class 7 contains 16393 members Mstep: Class 8 contains 1590 members Mstep: Class 9 contains 1666 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3432 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Entering Unmasked Estep Score: -8145492.000000 Penalty: 35141.457031 Splitting cluster 2 changes total score from -8144981.500000 to -8145492.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 4 (5946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Entering Unmasked Estep Score: -564925.625000 Penalty: 1412.201904 Iteration 0F: 2 clusters Score -564925.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -560411.250000 Penalty: 2824.403809 Iteration 0F: 3 clusters Score -560411.2 nChanged 2449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -561981.250000 Penalty: 2824.403809 Iteration 1F: 3 clusters Score -561981.2 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -562437.000000 Penalty: 2824.403809 Iteration 2F: 3 clusters Score -562437 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -562839.875000 Penalty: 2824.403809 Iteration 3F: 3 clusters Score -562839.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -563176.562500 Penalty: 2824.403809 Iteration 4F: 3 clusters Score -563176.6 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -563427.062500 Penalty: 2824.403809 Iteration 5F: 3 clusters Score -563427.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -563590.875000 Penalty: 2824.403809 Iteration 6Q: 3 clusters Score -563590.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -563697.062500 Penalty: 2824.403809 Iteration 7Q: 3 clusters Score -563697.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -563762.937500 Penalty: 2824.403809 Iteration 8Q: 3 clusters Score -563762.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -563804.750000 Penalty: 2824.403809 Iteration 9Q: 3 clusters Score -563804.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -563826.625000 Penalty: 2824.403809 Iteration 10Q: 3 clusters Score -563826.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -563838.750000 Penalty: 2824.403809 Iteration 11Q: 3 clusters Score -563838.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -563846.187500 Penalty: 2824.403809 Iteration 12Q: 3 clusters Score -563846.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -563850.562500 Penalty: 2824.403809 Iteration 13Q: 3 clusters Score -563850.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -563855.187500 Penalty: 2824.403809 Iteration 14Q: 3 clusters Score -563855.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -563858.375000 Penalty: 2824.403809 Iteration 15Q: 3 clusters Score -563858.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -563864.687500 Penalty: 2824.403809 Iteration 16Q: 3 clusters Score -563864.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -563868.250000 Penalty: 2824.403809 Iteration 17Q: 3 clusters Score -563868.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -563873.062500 Penalty: 2824.403809 Iteration 18Q: 3 clusters Score -563873.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -563881.187500 Penalty: 2824.403809 Iteration 19Q: 3 clusters Score -563881.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -563885.875000 Penalty: 2824.403809 Iteration 20F: 3 clusters Score -563885.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -563890.187500 Penalty: 2824.403809 Iteration 21Q: 3 clusters Score -563890.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -563893.062500 Penalty: 2824.403809 Iteration 22Q: 3 clusters Score -563893.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -563894.625000 Penalty: 2824.403809 Iteration 23Q: 3 clusters Score -563894.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -563895.625000 Penalty: 2824.403809 Iteration 24Q: 3 clusters Score -563895.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -563896.687500 Penalty: 2824.403809 Iteration 25Q: 3 clusters Score -563896.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -563897.812500 Penalty: 2824.403809 Iteration 26Q: 3 clusters Score -563897.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -563897.437500 Penalty: 2824.403809 Iteration 27Q: 3 clusters Score -563897.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -563898.062500 Penalty: 2824.403809 Iteration 28Q: 3 clusters Score -563898.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -563898.187500 Penalty: 2824.403809 Iteration 29Q: 3 clusters Score -563898.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -563898.937500 Penalty: 2824.403809 Iteration 30Q: 3 clusters Score -563898.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -563900.000000 Penalty: 2824.403809 Iteration 31Q: 3 clusters Score -563900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -563899.812500 Penalty: 2824.403809 Iteration 32Q: 3 clusters Score -563899.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -563899.812500 Penalty: 2824.403809 Iteration 33F: 3 clusters Score -563899.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Entering Unmasked Estep Score: -762402.125000 Penalty: 1457.715820 Iteration 0F: 2 clusters Score -762402.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -756628.625000 Penalty: 2915.431641 Iteration 0F: 3 clusters Score -756628.6 nChanged 3352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -759354.187500 Penalty: 2915.431641 Iteration 1F: 3 clusters Score -759354.2 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -762270.062500 Penalty: 2915.431641 Iteration 2F: 3 clusters Score -762270.1 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -766363.625000 Penalty: 2915.431641 Iteration 3F: 3 clusters Score -766363.6 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -768194.000000 Penalty: 2915.431641 Iteration 4F: 3 clusters Score -768194 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -768593.812500 Penalty: 2915.431641 Iteration 5Q: 3 clusters Score -768593.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -768852.250000 Penalty: 2915.431641 Iteration 6Q: 3 clusters Score -768852.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -769148.125000 Penalty: 2915.431641 Iteration 7Q: 3 clusters Score -769148.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -769468.562500 Penalty: 2915.431641 Iteration 8Q: 3 clusters Score -769468.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -769769.812500 Penalty: 2915.431641 Iteration 9Q: 3 clusters Score -769769.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -769911.625000 Penalty: 2915.431641 Iteration 10Q: 3 clusters Score -769911.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -769935.062500 Penalty: 2915.431641 Iteration 11Q: 3 clusters Score -769935.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -769939.500000 Penalty: 2915.431641 Iteration 12Q: 3 clusters Score -769939.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -769940.250000 Penalty: 2915.431641 Iteration 13Q: 3 clusters Score -769940.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -769940.250000 Penalty: 2915.431641 Iteration 14F: 3 clusters Score -769940.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 16393 members Mstep: Class 8 contains 1590 members Mstep: Class 9 contains 1666 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3432 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Entering Unmasked Estep Score: -8152626.000000 Penalty: 36991.007812 Splitting cluster 6 changes total score from -8144981.500000 to -8152626.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 7 (16393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Entering Unmasked Estep Score: -1551059.000000 Penalty: 1576.999146 Iteration 0F: 2 clusters Score -1551059 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -1539867.375000 Penalty: 3153.998291 Iteration 0F: 3 clusters Score -1539867 nChanged 7233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -1544128.500000 Penalty: 3153.998291 Iteration 1F: 3 clusters Score -1544128 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -1545068.250000 Penalty: 3153.998291 Iteration 2F: 3 clusters Score -1545068 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -1546350.875000 Penalty: 3153.998291 Iteration 3F: 3 clusters Score -1546351 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1547918.750000 Penalty: 3153.998291 Iteration 4F: 3 clusters Score -1547919 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10770 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -1549325.375000 Penalty: 3153.998291 Iteration 5F: 3 clusters Score -1549325 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1550328.125000 Penalty: 3153.998291 Iteration 6F: 3 clusters Score -1550328 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11794 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1550924.875000 Penalty: 3153.998291 Iteration 7Q: 3 clusters Score -1550925 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1551202.500000 Penalty: 3153.998291 Iteration 8Q: 3 clusters Score -1551202 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12317 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -1551346.125000 Penalty: 3153.998291 Iteration 9Q: 3 clusters Score -1551346 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12521 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1551490.750000 Penalty: 3153.998291 Iteration 10Q: 3 clusters Score -1551491 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12722 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1551644.875000 Penalty: 3153.998291 Iteration 11Q: 3 clusters Score -1551645 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -1551798.875000 Penalty: 3153.998291 Iteration 12Q: 3 clusters Score -1551799 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1551913.750000 Penalty: 3153.998291 Iteration 13Q: 3 clusters Score -1551914 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13151 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1551968.375000 Penalty: 3153.998291 Iteration 14Q: 3 clusters Score -1551968 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13258 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -1552002.000000 Penalty: 3153.998291 Iteration 15Q: 3 clusters Score -1552002 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13333 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -1552020.250000 Penalty: 3153.998291 Iteration 16Q: 3 clusters Score -1552020 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13406 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1552036.375000 Penalty: 3153.998291 Iteration 17Q: 3 clusters Score -1552036 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -1552045.500000 Penalty: 3153.998291 Iteration 18Q: 3 clusters Score -1552046 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13489 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1552051.250000 Penalty: 3153.998291 Iteration 19Q: 3 clusters Score -1552051 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13512 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -1552054.125000 Penalty: 3153.998291 Iteration 20F: 3 clusters Score -1552054 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13535 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1552061.750000 Penalty: 3153.998291 Iteration 21Q: 3 clusters Score -1552062 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13553 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1552060.750000 Penalty: 3153.998291 Iteration 22Q: 3 clusters Score -1552061 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13573 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1552061.875000 Penalty: 3153.998291 Iteration 23Q: 3 clusters Score -1552062 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13583 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -1552058.750000 Penalty: 3153.998291 Iteration 24Q: 3 clusters Score -1552059 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13592 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1552061.750000 Penalty: 3153.998291 Iteration 25Q: 3 clusters Score -1552062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1552065.375000 Penalty: 3153.998291 Iteration 26Q: 3 clusters Score -1552065 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -1552066.750000 Penalty: 3153.998291 Iteration 27Q: 3 clusters Score -1552067 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13614 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1552070.875000 Penalty: 3153.998291 Iteration 28Q: 3 clusters Score -1552071 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13619 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1552069.750000 Penalty: 3153.998291 Iteration 29Q: 3 clusters Score -1552070 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13624 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -1552070.250000 Penalty: 3153.998291 Iteration 30Q: 3 clusters Score -1552070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13631 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -1552073.875000 Penalty: 3153.998291 Iteration 31Q: 3 clusters Score -1552074 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13634 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -1552072.500000 Penalty: 3153.998291 Iteration 32Q: 3 clusters Score -1552072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13635 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1552073.125000 Penalty: 3153.998291 Iteration 33Q: 3 clusters Score -1552073 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13636 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1552071.000000 Penalty: 3153.998291 Iteration 34Q: 3 clusters Score -1552071 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13636 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1552071.000000 Penalty: 3153.998291 Iteration 35F: 3 clusters Score -1552071 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 1590 members Mstep: Class 9 contains 1666 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3432 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Entering Unmasked Estep Score: -8153339.000000 Penalty: 38840.558594 Splitting cluster 7 changes total score from -8144981.500000 to -8153339.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 8 (1590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Entering Unmasked Estep Score: -138734.421875 Penalty: 1197.867065 Iteration 0F: 2 clusters Score -138734.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -137003.984375 Penalty: 2395.734131 Iteration 0F: 3 clusters Score -137004 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -137615.468750 Penalty: 2395.734131 Iteration 1F: 3 clusters Score -137615.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -138024.109375 Penalty: 2395.734131 Iteration 2F: 3 clusters Score -138024.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -138381.968750 Penalty: 2395.734131 Iteration 3F: 3 clusters Score -138382 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -138657.484375 Penalty: 2395.734131 Iteration 4F: 3 clusters Score -138657.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -138898.796875 Penalty: 2395.734131 Iteration 5F: 3 clusters Score -138898.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -139104.140625 Penalty: 2395.734131 Iteration 6Q: 3 clusters Score -139104.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -139181.234375 Penalty: 2395.734131 Iteration 7Q: 3 clusters Score -139181.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -139194.375000 Penalty: 2395.734131 Iteration 8Q: 3 clusters Score -139194.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -139201.359375 Penalty: 2395.734131 Iteration 9Q: 3 clusters Score -139201.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -139206.593750 Penalty: 2395.734131 Iteration 10Q: 3 clusters Score -139206.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -139209.437500 Penalty: 2395.734131 Iteration 11Q: 3 clusters Score -139209.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -139214.609375 Penalty: 2395.734131 Iteration 12Q: 3 clusters Score -139214.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -139217.015625 Penalty: 2395.734131 Iteration 13Q: 3 clusters Score -139217 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -139217.015625 Penalty: 2395.734131 Iteration 14F: 3 clusters Score -139217 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 1666 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3432 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Entering Unmasked Estep Score: -8153164.500000 Penalty: 40690.109375 Splitting cluster 8 changes total score from -8144981.500000 to -8153164.500000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 9 (1666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Entering Unmasked Estep Score: -132648.125000 Penalty: 1205.454346 Iteration 0F: 2 clusters Score -132648.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -130905.765625 Penalty: 2410.908691 Iteration 0F: 3 clusters Score -130905.8 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -131745.281250 Penalty: 2410.908691 Iteration 1F: 3 clusters Score -131745.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -132251.078125 Penalty: 2410.908691 Iteration 2F: 3 clusters Score -132251.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -132700.000000 Penalty: 2410.908691 Iteration 3F: 3 clusters Score -132700 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -133041.125000 Penalty: 2410.908691 Iteration 4F: 3 clusters Score -133041.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -133278.406250 Penalty: 2410.908691 Iteration 5F: 3 clusters Score -133278.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -133546.562500 Penalty: 2410.908691 Iteration 6Q: 3 clusters Score -133546.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -133722.015625 Penalty: 2410.908691 Iteration 7Q: 3 clusters Score -133722 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -133825.015625 Penalty: 2410.908691 Iteration 8Q: 3 clusters Score -133825 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -133886.390625 Penalty: 2410.908691 Iteration 9Q: 3 clusters Score -133886.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -133913.812500 Penalty: 2410.908691 Iteration 10Q: 3 clusters Score -133913.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -133929.765625 Penalty: 2410.908691 Iteration 11Q: 3 clusters Score -133929.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -133938.171875 Penalty: 2410.908691 Iteration 12Q: 3 clusters Score -133938.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -133950.062500 Penalty: 2410.908691 Iteration 13Q: 3 clusters Score -133950.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -133962.171875 Penalty: 2410.908691 Iteration 14Q: 3 clusters Score -133962.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -133970.093750 Penalty: 2410.908691 Iteration 15Q: 3 clusters Score -133970.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -133975.359375 Penalty: 2410.908691 Iteration 16Q: 3 clusters Score -133975.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -133977.671875 Penalty: 2410.908691 Iteration 17Q: 3 clusters Score -133977.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -133980.671875 Penalty: 2410.908691 Iteration 18Q: 3 clusters Score -133980.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -133982.031250 Penalty: 2410.908691 Iteration 19Q: 3 clusters Score -133982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -133985.312500 Penalty: 2410.908691 Iteration 20F: 3 clusters Score -133985.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -133987.203125 Penalty: 2410.908691 Iteration 21Q: 3 clusters Score -133987.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -133988.281250 Penalty: 2410.908691 Iteration 22Q: 3 clusters Score -133988.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -133989.171875 Penalty: 2410.908691 Iteration 23Q: 3 clusters Score -133989.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -133990.890625 Penalty: 2410.908691 Iteration 24Q: 3 clusters Score -133990.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -133993.781250 Penalty: 2410.908691 Iteration 25Q: 3 clusters Score -133993.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -134000.718750 Penalty: 2410.908691 Iteration 26Q: 3 clusters Score -134000.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -134027.937500 Penalty: 2410.908691 Iteration 27Q: 3 clusters Score -134027.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -134075.078125 Penalty: 2410.908691 Iteration 28Q: 3 clusters Score -134075.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -134095.406250 Penalty: 2410.908691 Iteration 29Q: 3 clusters Score -134095.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -134101.437500 Penalty: 2410.908691 Iteration 30Q: 3 clusters Score -134101.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -134104.390625 Penalty: 2410.908691 Iteration 31Q: 3 clusters Score -134104.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -134105.734375 Penalty: 2410.908691 Iteration 32Q: 3 clusters Score -134105.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -134105.734375 Penalty: 2410.908691 Iteration 33F: 3 clusters Score -134105.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 10946 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3432 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 1078 members Entering Unmasked Estep Score: -8153975.000000 Penalty: 42539.656250 Splitting cluster 9 changes total score from -8144981.500000 to -8153975.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 10 (981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Entering Unmasked Estep Score: -94736.773438 Penalty: 1119.393066 Iteration 0F: 2 clusters Score -94736.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -93342.828125 Penalty: 2238.786133 Iteration 0F: 3 clusters Score -93342.83 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -93571.968750 Penalty: 2238.786133 Iteration 1F: 3 clusters Score -93571.97 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -93630.320312 Penalty: 2238.786133 Iteration 2F: 3 clusters Score -93630.32 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -93657.617188 Penalty: 2238.786133 Iteration 3Q: 3 clusters Score -93657.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -93670.906250 Penalty: 2238.786133 Iteration 4Q: 3 clusters Score -93670.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -93679.117188 Penalty: 2238.786133 Iteration 5Q: 3 clusters Score -93679.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -93684.453125 Penalty: 2238.786133 Iteration 6Q: 3 clusters Score -93684.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -93686.921875 Penalty: 2238.786133 Iteration 7Q: 3 clusters Score -93686.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -93688.882812 Penalty: 2238.786133 Iteration 8Q: 3 clusters Score -93688.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -93690.320312 Penalty: 2238.786133 Iteration 9Q: 3 clusters Score -93690.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -93693.195312 Penalty: 2238.786133 Iteration 10Q: 3 clusters Score -93693.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -93696.593750 Penalty: 2238.786133 Iteration 11Q: 3 clusters Score -93696.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -93698.812500 Penalty: 2238.786133 Iteration 12Q: 3 clusters Score -93698.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -93698.812500 Penalty: 2238.786133 Iteration 13F: 3 clusters Score -93698.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (10946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10946 members Entering Unmasked Estep Score: -1071140.500000 Penalty: 1511.368530 Iteration 0F: 2 clusters Score -1071140 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -1063389.375000 Penalty: 3022.737061 Iteration 0F: 3 clusters Score -1063389 nChanged 4775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1066619.750000 Penalty: 3022.737061 Iteration 1F: 3 clusters Score -1066620 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -1067728.750000 Penalty: 3022.737061 Iteration 2F: 3 clusters Score -1067729 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1068776.250000 Penalty: 3022.737061 Iteration 3F: 3 clusters Score -1068776 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -1069871.750000 Penalty: 3022.737061 Iteration 4F: 3 clusters Score -1069872 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 8508 members Entering Unmasked Estep Score: -1070804.750000 Penalty: 3022.737061 Iteration 5F: 3 clusters Score -1070805 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -1071499.000000 Penalty: 3022.737061 Iteration 6F: 3 clusters Score -1071499 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -1071904.875000 Penalty: 3022.737061 Iteration 7Q: 3 clusters Score -1071905 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -1072078.875000 Penalty: 3022.737061 Iteration 8Q: 3 clusters Score -1072079 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -1072148.375000 Penalty: 3022.737061 Iteration 9Q: 3 clusters Score -1072148 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -1072180.250000 Penalty: 3022.737061 Iteration 10Q: 3 clusters Score -1072180 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -1072198.875000 Penalty: 3022.737061 Iteration 11Q: 3 clusters Score -1072199 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 9578 members Entering Unmasked Estep Score: -1072206.250000 Penalty: 3022.737061 Iteration 12Q: 3 clusters Score -1072206 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -1072211.500000 Penalty: 3022.737061 Iteration 13Q: 3 clusters Score -1072212 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 9583 members Entering Unmasked Estep Score: -1072221.375000 Penalty: 3022.737061 Iteration 14Q: 3 clusters Score -1072221 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -1072228.125000 Penalty: 3022.737061 Iteration 15Q: 3 clusters Score -1072228 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -1072236.250000 Penalty: 3022.737061 Iteration 16Q: 3 clusters Score -1072236 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -1072247.875000 Penalty: 3022.737061 Iteration 17Q: 3 clusters Score -1072248 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 9574 members Entering Unmasked Estep Score: -1072261.625000 Penalty: 3022.737061 Iteration 18Q: 3 clusters Score -1072262 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -1072285.250000 Penalty: 3022.737061 Iteration 19Q: 3 clusters Score -1072285 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1072306.000000 Penalty: 3022.737061 Iteration 20F: 3 clusters Score -1072306 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 9488 members Entering Unmasked Estep Score: -1072333.000000 Penalty: 3022.737061 Iteration 21Q: 3 clusters Score -1072333 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -1072356.000000 Penalty: 3022.737061 Iteration 22Q: 3 clusters Score -1072356 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -1072378.000000 Penalty: 3022.737061 Iteration 23Q: 3 clusters Score -1072378 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -1072408.250000 Penalty: 3022.737061 Iteration 24Q: 3 clusters Score -1072408 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -1072443.375000 Penalty: 3022.737061 Iteration 25Q: 3 clusters Score -1072443 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -1072486.375000 Penalty: 3022.737061 Iteration 26Q: 3 clusters Score -1072486 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -1072544.375000 Penalty: 3022.737061 Iteration 27Q: 3 clusters Score -1072544 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 9224 members Entering Unmasked Estep Score: -1072618.875000 Penalty: 3022.737061 Iteration 28Q: 3 clusters Score -1072619 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -1072730.000000 Penalty: 3022.737061 Iteration 29Q: 3 clusters Score -1072730 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -1072868.375000 Penalty: 3022.737061 Iteration 30Q: 3 clusters Score -1072868 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -1073051.250000 Penalty: 3022.737061 Iteration 31Q: 3 clusters Score -1073051 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 8834 members Entering Unmasked Estep Score: -1073228.625000 Penalty: 3022.737061 Iteration 32Q: 3 clusters Score -1073229 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -1073356.875000 Penalty: 3022.737061 Iteration 33Q: 3 clusters Score -1073357 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -1073510.875000 Penalty: 3022.737061 Iteration 34Q: 3 clusters Score -1073511 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 8627 members Entering Unmasked Estep Score: -1073614.875000 Penalty: 3022.737061 Iteration 35Q: 3 clusters Score -1073615 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -1073703.375000 Penalty: 3022.737061 Iteration 36Q: 3 clusters Score -1073703 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -1073750.750000 Penalty: 3022.737061 Iteration 37Q: 3 clusters Score -1073751 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -1073794.750000 Penalty: 3022.737061 Iteration 38Q: 3 clusters Score -1073795 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -1073835.500000 Penalty: 3022.737061 Iteration 39Q: 3 clusters Score -1073836 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -1074034.000000 Penalty: 3022.737061 Iteration 40F: 3 clusters Score -1074034 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1074146.250000 Penalty: 3022.737061 Iteration 41Q: 3 clusters Score -1074146 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -1074154.875000 Penalty: 3022.737061 Iteration 42Q: 3 clusters Score -1074155 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -1074160.250000 Penalty: 3022.737061 Iteration 43Q: 3 clusters Score -1074160 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -1074165.375000 Penalty: 3022.737061 Iteration 44Q: 3 clusters Score -1074165 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -1074165.000000 Penalty: 3022.737061 Iteration 45Q: 3 clusters Score -1074165 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -1074166.125000 Penalty: 3022.737061 Iteration 46Q: 3 clusters Score -1074166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -1074166.125000 Penalty: 3022.737061 Iteration 47Q: 3 clusters Score -1074166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -1074166.125000 Penalty: 3022.737061 Iteration 48F: 3 clusters Score -1074166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1703 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3432 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 1078 members Mstep: Class 24 contains 8414 members Entering Unmasked Estep Score: -8156648.000000 Penalty: 44389.207031 Splitting cluster 12 changes total score from -8144981.500000 to -8156648.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 13 (944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Entering Unmasked Estep Score: -94539.523438 Penalty: 1113.145508 Iteration 0F: 2 clusters Score -94539.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -93138.187500 Penalty: 2226.291016 Iteration 0F: 3 clusters Score -93138.19 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -93376.375000 Penalty: 2226.291016 Iteration 1F: 3 clusters Score -93376.38 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -93433.375000 Penalty: 2226.291016 Iteration 2F: 3 clusters Score -93433.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -93456.867188 Penalty: 2226.291016 Iteration 3Q: 3 clusters Score -93456.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -93473.156250 Penalty: 2226.291016 Iteration 4Q: 3 clusters Score -93473.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -93483.062500 Penalty: 2226.291016 Iteration 5Q: 3 clusters Score -93483.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -93490.875000 Penalty: 2226.291016 Iteration 6Q: 3 clusters Score -93490.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -93495.750000 Penalty: 2226.291016 Iteration 7Q: 3 clusters Score -93495.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -93499.140625 Penalty: 2226.291016 Iteration 8Q: 3 clusters Score -93499.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -93501.484375 Penalty: 2226.291016 Iteration 9Q: 3 clusters Score -93501.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -93503.726562 Penalty: 2226.291016 Iteration 10Q: 3 clusters Score -93503.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -93506.703125 Penalty: 2226.291016 Iteration 11Q: 3 clusters Score -93506.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -93508.929688 Penalty: 2226.291016 Iteration 12Q: 3 clusters Score -93508.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -93508.929688 Penalty: 2226.291016 Iteration 13F: 3 clusters Score -93508.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Entering Unmasked Estep Score: -157673.796875 Penalty: 1209.023804 Iteration 0F: 2 clusters Score -157673.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -155823.437500 Penalty: 2418.047607 Iteration 0F: 3 clusters Score -155823.4 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -156372.484375 Penalty: 2418.047607 Iteration 1F: 3 clusters Score -156372.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -156682.250000 Penalty: 2418.047607 Iteration 2F: 3 clusters Score -156682.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -156913.625000 Penalty: 2418.047607 Iteration 3F: 3 clusters Score -156913.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -157074.406250 Penalty: 2418.047607 Iteration 4F: 3 clusters Score -157074.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -157232.140625 Penalty: 2418.047607 Iteration 5F: 3 clusters Score -157232.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -157372.031250 Penalty: 2418.047607 Iteration 6Q: 3 clusters Score -157372 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -157461.750000 Penalty: 2418.047607 Iteration 7Q: 3 clusters Score -157461.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -157525.359375 Penalty: 2418.047607 Iteration 8Q: 3 clusters Score -157525.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -157581.140625 Penalty: 2418.047607 Iteration 9Q: 3 clusters Score -157581.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -157633.421875 Penalty: 2418.047607 Iteration 10Q: 3 clusters Score -157633.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -157695.828125 Penalty: 2418.047607 Iteration 11Q: 3 clusters Score -157695.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -157759.156250 Penalty: 2418.047607 Iteration 12Q: 3 clusters Score -157759.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -157844.468750 Penalty: 2418.047607 Iteration 13Q: 3 clusters Score -157844.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -157945.609375 Penalty: 2418.047607 Iteration 14Q: 3 clusters Score -157945.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -158226.593750 Penalty: 2418.047607 Iteration 15Q: 3 clusters Score -158226.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -158615.203125 Penalty: 2418.047607 Iteration 16Q: 3 clusters Score -158615.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -158863.796875 Penalty: 2418.047607 Iteration 17Q: 3 clusters Score -158863.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -158959.453125 Penalty: 2418.047607 Iteration 18Q: 3 clusters Score -158959.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -158990.531250 Penalty: 2418.047607 Iteration 19Q: 3 clusters Score -158990.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -159047.718750 Penalty: 2418.047607 Iteration 20F: 3 clusters Score -159047.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -159211.468750 Penalty: 2418.047607 Iteration 21Q: 3 clusters Score -159211.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -159556.140625 Penalty: 2418.047607 Iteration 22Q: 3 clusters Score -159556.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -159665.765625 Penalty: 2418.047607 Iteration 23Q: 3 clusters Score -159665.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -159672.562500 Penalty: 2418.047607 Iteration 24Q: 3 clusters Score -159672.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -159672.562500 Penalty: 2418.047607 Iteration 25F: 3 clusters Score -159672.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 8120 members Mstep: Class 16 contains 3432 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 1078 members Mstep: Class 24 contains 8414 members Mstep: Class 25 contains 669 members Entering Unmasked Estep Score: -8158013.000000 Penalty: 46238.757812 Splitting cluster 14 changes total score from -8144981.500000 to -8158013.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 15 (8120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Entering Unmasked Estep Score: -783270.937500 Penalty: 1462.838867 Iteration 0F: 2 clusters Score -783270.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -777434.187500 Penalty: 2925.677734 Iteration 0F: 3 clusters Score -777434.2 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -779680.062500 Penalty: 2925.677734 Iteration 1F: 3 clusters Score -779680.1 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -780736.250000 Penalty: 2925.677734 Iteration 2F: 3 clusters Score -780736.2 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -781567.625000 Penalty: 2925.677734 Iteration 3F: 3 clusters Score -781567.6 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -782414.062500 Penalty: 2925.677734 Iteration 4F: 3 clusters Score -782414.1 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -783312.562500 Penalty: 2925.677734 Iteration 5F: 3 clusters Score -783312.6 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -784030.187500 Penalty: 2925.677734 Iteration 6F: 3 clusters Score -784030.2 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -784446.812500 Penalty: 2925.677734 Iteration 7Q: 3 clusters Score -784446.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -784618.500000 Penalty: 2925.677734 Iteration 8Q: 3 clusters Score -784618.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -784714.250000 Penalty: 2925.677734 Iteration 9Q: 3 clusters Score -784714.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -784781.750000 Penalty: 2925.677734 Iteration 10Q: 3 clusters Score -784781.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -784870.625000 Penalty: 2925.677734 Iteration 11Q: 3 clusters Score -784870.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -784917.187500 Penalty: 2925.677734 Iteration 12Q: 3 clusters Score -784917.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -784950.625000 Penalty: 2925.677734 Iteration 13Q: 3 clusters Score -784950.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -784990.062500 Penalty: 2925.677734 Iteration 14Q: 3 clusters Score -784990.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -785002.250000 Penalty: 2925.677734 Iteration 15Q: 3 clusters Score -785002.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -785005.937500 Penalty: 2925.677734 Iteration 16Q: 3 clusters Score -785005.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7419 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -785006.937500 Penalty: 2925.677734 Iteration 17Q: 3 clusters Score -785006.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -785006.625000 Penalty: 2925.677734 Iteration 18Q: 3 clusters Score -785006.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -785007.750000 Penalty: 2925.677734 Iteration 19Q: 3 clusters Score -785007.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -785007.750000 Penalty: 2925.677734 Iteration 20F: 3 clusters Score -785007.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 7423 members Mstep: Class 16 contains 3432 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 1078 members Mstep: Class 24 contains 8414 members Mstep: Class 25 contains 669 members Mstep: Class 26 contains 697 members Entering Unmasked Estep Score: -8159358.000000 Penalty: 48088.308594 Splitting cluster 15 changes total score from -8144981.500000 to -8159358.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 16 (3432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Entering Unmasked Estep Score: -324449.281250 Penalty: 1322.895996 Iteration 0F: 2 clusters Score -324449.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -321417.812500 Penalty: 2645.791992 Iteration 0F: 3 clusters Score -321417.8 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -322472.968750 Penalty: 2645.791992 Iteration 1F: 3 clusters Score -322473 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -323143.125000 Penalty: 2645.791992 Iteration 2F: 3 clusters Score -323143.1 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -324061.406250 Penalty: 2645.791992 Iteration 3F: 3 clusters Score -324061.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -324980.187500 Penalty: 2645.791992 Iteration 4F: 3 clusters Score -324980.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -325688.781250 Penalty: 2645.791992 Iteration 5F: 3 clusters Score -325688.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -326383.312500 Penalty: 2645.791992 Iteration 6F: 3 clusters Score -326383.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -326673.937500 Penalty: 2645.791992 Iteration 7Q: 3 clusters Score -326673.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -326735.062500 Penalty: 2645.791992 Iteration 8Q: 3 clusters Score -326735.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -326745.843750 Penalty: 2645.791992 Iteration 9Q: 3 clusters Score -326745.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -326750.000000 Penalty: 2645.791992 Iteration 10Q: 3 clusters Score -326750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -326751.125000 Penalty: 2645.791992 Iteration 11Q: 3 clusters Score -326751.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -326751.125000 Penalty: 2645.791992 Iteration 12F: 3 clusters Score -326751.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 7423 members Mstep: Class 16 contains 1899 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 2689 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 1078 members Mstep: Class 24 contains 8414 members Mstep: Class 25 contains 669 members Mstep: Class 26 contains 697 members Mstep: Class 27 contains 1533 members Entering Unmasked Estep Score: -8161133.500000 Penalty: 49937.859375 Splitting cluster 16 changes total score from -8144981.500000 to -8161133.500000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 18 (2689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Entering Unmasked Estep Score: -240240.296875 Penalty: 1283.250244 Iteration 0F: 2 clusters Score -240240.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -237820.765625 Penalty: 2566.500488 Iteration 0F: 3 clusters Score -237820.8 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -238942.953125 Penalty: 2566.500488 Iteration 1F: 3 clusters Score -238943 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -239645.875000 Penalty: 2566.500488 Iteration 2F: 3 clusters Score -239645.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -240331.953125 Penalty: 2566.500488 Iteration 3F: 3 clusters Score -240332 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -240811.953125 Penalty: 2566.500488 Iteration 4F: 3 clusters Score -240812 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -241031.390625 Penalty: 2566.500488 Iteration 5F: 3 clusters Score -241031.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -241162.421875 Penalty: 2566.500488 Iteration 6Q: 3 clusters Score -241162.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -241302.984375 Penalty: 2566.500488 Iteration 7Q: 3 clusters Score -241303 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -241438.515625 Penalty: 2566.500488 Iteration 8Q: 3 clusters Score -241438.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -241490.781250 Penalty: 2566.500488 Iteration 9Q: 3 clusters Score -241490.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -241498.921875 Penalty: 2566.500488 Iteration 10Q: 3 clusters Score -241498.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -241504.281250 Penalty: 2566.500488 Iteration 11Q: 3 clusters Score -241504.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -241505.625000 Penalty: 2566.500488 Iteration 12Q: 3 clusters Score -241505.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -241508.171875 Penalty: 2566.500488 Iteration 13Q: 3 clusters Score -241508.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -241509.312500 Penalty: 2566.500488 Iteration 14Q: 3 clusters Score -241509.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -241509.453125 Penalty: 2566.500488 Iteration 15Q: 3 clusters Score -241509.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -241509.453125 Penalty: 2566.500488 Iteration 16F: 3 clusters Score -241509.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 7423 members Mstep: Class 16 contains 1899 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 11012 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 1078 members Mstep: Class 24 contains 8414 members Mstep: Class 25 contains 669 members Mstep: Class 26 contains 697 members Mstep: Class 27 contains 1533 members Mstep: Class 28 contains 1275 members Entering Unmasked Estep Score: -8161840.000000 Penalty: 51787.410156 Splitting cluster 18 changes total score from -8144981.500000 to -8161840.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 19 (6290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Entering Unmasked Estep Score: -607712.562500 Penalty: 1421.341431 Iteration 0F: 2 clusters Score -607712.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -602956.375000 Penalty: 2842.682861 Iteration 0F: 3 clusters Score -602956.4 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -604570.750000 Penalty: 2842.682861 Iteration 1F: 3 clusters Score -604570.8 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -605059.875000 Penalty: 2842.682861 Iteration 2F: 3 clusters Score -605059.9 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -605495.687500 Penalty: 2842.682861 Iteration 3F: 3 clusters Score -605495.7 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -605844.812500 Penalty: 2842.682861 Iteration 4F: 3 clusters Score -605844.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -606180.750000 Penalty: 2842.682861 Iteration 5F: 3 clusters Score -606180.8 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -606569.187500 Penalty: 2842.682861 Iteration 6F: 3 clusters Score -606569.2 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -606882.937500 Penalty: 2842.682861 Iteration 7F: 3 clusters Score -606882.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -607078.062500 Penalty: 2842.682861 Iteration 8Q: 3 clusters Score -607078.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -607224.000000 Penalty: 2842.682861 Iteration 9Q: 3 clusters Score -607224 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -607323.125000 Penalty: 2842.682861 Iteration 10Q: 3 clusters Score -607323.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -607393.062500 Penalty: 2842.682861 Iteration 11Q: 3 clusters Score -607393.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -607450.937500 Penalty: 2842.682861 Iteration 12Q: 3 clusters Score -607450.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -607488.312500 Penalty: 2842.682861 Iteration 13Q: 3 clusters Score -607488.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -607516.562500 Penalty: 2842.682861 Iteration 14Q: 3 clusters Score -607516.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -607532.375000 Penalty: 2842.682861 Iteration 15Q: 3 clusters Score -607532.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -607541.750000 Penalty: 2842.682861 Iteration 16Q: 3 clusters Score -607541.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -607549.750000 Penalty: 2842.682861 Iteration 17Q: 3 clusters Score -607549.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -607558.687500 Penalty: 2842.682861 Iteration 18Q: 3 clusters Score -607558.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -607562.187500 Penalty: 2842.682861 Iteration 19Q: 3 clusters Score -607562.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -607566.625000 Penalty: 2842.682861 Iteration 20F: 3 clusters Score -607566.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -607573.437500 Penalty: 2842.682861 Iteration 21Q: 3 clusters Score -607573.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -607575.562500 Penalty: 2842.682861 Iteration 22Q: 3 clusters Score -607575.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -607579.687500 Penalty: 2842.682861 Iteration 23Q: 3 clusters Score -607579.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -607584.000000 Penalty: 2842.682861 Iteration 24Q: 3 clusters Score -607584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -607588.937500 Penalty: 2842.682861 Iteration 25Q: 3 clusters Score -607588.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -607591.000000 Penalty: 2842.682861 Iteration 26Q: 3 clusters Score -607591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -607592.312500 Penalty: 2842.682861 Iteration 27Q: 3 clusters Score -607592.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -607595.562500 Penalty: 2842.682861 Iteration 28Q: 3 clusters Score -607595.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -607595.500000 Penalty: 2842.682861 Iteration 29Q: 3 clusters Score -607595.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -607597.312500 Penalty: 2842.682861 Iteration 30Q: 3 clusters Score -607597.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -607599.625000 Penalty: 2842.682861 Iteration 31Q: 3 clusters Score -607599.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -607601.437500 Penalty: 2842.682861 Iteration 32Q: 3 clusters Score -607601.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -607603.750000 Penalty: 2842.682861 Iteration 33Q: 3 clusters Score -607603.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -607607.625000 Penalty: 2842.682861 Iteration 34Q: 3 clusters Score -607607.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -607608.250000 Penalty: 2842.682861 Iteration 35Q: 3 clusters Score -607608.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -607609.187500 Penalty: 2842.682861 Iteration 36Q: 3 clusters Score -607609.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -607608.812500 Penalty: 2842.682861 Iteration 37Q: 3 clusters Score -607608.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -607609.812500 Penalty: 2842.682861 Iteration 38Q: 3 clusters Score -607609.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -607611.125000 Penalty: 2842.682861 Iteration 39Q: 3 clusters Score -607611.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -607610.562500 Penalty: 2842.682861 Iteration 40F: 3 clusters Score -607610.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -607612.437500 Penalty: 2842.682861 Iteration 41Q: 3 clusters Score -607612.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -607612.875000 Penalty: 2842.682861 Iteration 42Q: 3 clusters Score -607612.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -607614.375000 Penalty: 2842.682861 Iteration 43Q: 3 clusters Score -607614.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -607614.437500 Penalty: 2842.682861 Iteration 44Q: 3 clusters Score -607614.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -607615.562500 Penalty: 2842.682861 Iteration 45Q: 3 clusters Score -607615.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -607616.187500 Penalty: 2842.682861 Iteration 46Q: 3 clusters Score -607616.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -607616.875000 Penalty: 2842.682861 Iteration 47Q: 3 clusters Score -607616.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -607617.125000 Penalty: 2842.682861 Iteration 48Q: 3 clusters Score -607617.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -607618.812500 Penalty: 2842.682861 Iteration 49Q: 3 clusters Score -607618.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -607618.500000 Penalty: 2842.682861 Iteration 50Q: 3 clusters Score -607618.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -607618.750000 Penalty: 2842.682861 Iteration 51Q: 3 clusters Score -607618.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -607619.062500 Penalty: 2842.682861 Iteration 52Q: 3 clusters Score -607619.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -607620.000000 Penalty: 2842.682861 Iteration 53Q: 3 clusters Score -607620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -607619.125000 Penalty: 2842.682861 Iteration 54Q: 3 clusters Score -607619.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -607620.125000 Penalty: 2842.682861 Iteration 55Q: 3 clusters Score -607620.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -607620.125000 Penalty: 2842.682861 Iteration 56F: 3 clusters Score -607620.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (11012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Entering Unmasked Estep Score: -1074957.000000 Penalty: 1512.345337 Iteration 0F: 2 clusters Score -1074957 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1067233.500000 Penalty: 3024.690674 Iteration 0F: 3 clusters Score -1067234 nChanged 4745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1069767.875000 Penalty: 3024.690674 Iteration 1F: 3 clusters Score -1069768 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1070220.875000 Penalty: 3024.690674 Iteration 2F: 3 clusters Score -1070221 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1070945.625000 Penalty: 3024.690674 Iteration 3F: 3 clusters Score -1070946 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1071904.875000 Penalty: 3024.690674 Iteration 4F: 3 clusters Score -1071905 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -1072803.750000 Penalty: 3024.690674 Iteration 5F: 3 clusters Score -1072804 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -1073545.875000 Penalty: 3024.690674 Iteration 6F: 3 clusters Score -1073546 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1074097.625000 Penalty: 3024.690674 Iteration 7F: 3 clusters Score -1074098 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -1074547.750000 Penalty: 3024.690674 Iteration 8F: 3 clusters Score -1074548 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1074947.750000 Penalty: 3024.690674 Iteration 9Q: 3 clusters Score -1074948 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -1075352.250000 Penalty: 3024.690674 Iteration 10Q: 3 clusters Score -1075352 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -1075724.875000 Penalty: 3024.690674 Iteration 11Q: 3 clusters Score -1075725 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -1076006.500000 Penalty: 3024.690674 Iteration 12Q: 3 clusters Score -1076006 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -1076190.750000 Penalty: 3024.690674 Iteration 13Q: 3 clusters Score -1076191 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -1076344.250000 Penalty: 3024.690674 Iteration 14Q: 3 clusters Score -1076344 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -1076459.250000 Penalty: 3024.690674 Iteration 15Q: 3 clusters Score -1076459 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 8459 members Entering Unmasked Estep Score: -1076563.375000 Penalty: 3024.690674 Iteration 16Q: 3 clusters Score -1076563 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -1076651.875000 Penalty: 3024.690674 Iteration 17Q: 3 clusters Score -1076652 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -1076742.125000 Penalty: 3024.690674 Iteration 18Q: 3 clusters Score -1076742 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -1076821.000000 Penalty: 3024.690674 Iteration 19Q: 3 clusters Score -1076821 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -1076921.000000 Penalty: 3024.690674 Iteration 20F: 3 clusters Score -1076921 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -1077007.500000 Penalty: 3024.690674 Iteration 21Q: 3 clusters Score -1077008 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -1077071.500000 Penalty: 3024.690674 Iteration 22Q: 3 clusters Score -1077072 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 8769 members Entering Unmasked Estep Score: -1077100.125000 Penalty: 3024.690674 Iteration 23Q: 3 clusters Score -1077100 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 8779 members Entering Unmasked Estep Score: -1077103.000000 Penalty: 3024.690674 Iteration 24Q: 3 clusters Score -1077103 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 8779 members Entering Unmasked Estep Score: -1077103.875000 Penalty: 3024.690674 Iteration 25Q: 3 clusters Score -1077104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -1077107.000000 Penalty: 3024.690674 Iteration 26Q: 3 clusters Score -1077107 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -1077107.000000 Penalty: 3024.690674 Iteration 27F: 3 clusters Score -1077107 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 7423 members Mstep: Class 16 contains 1899 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 2231 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 1078 members Mstep: Class 24 contains 8414 members Mstep: Class 25 contains 669 members Mstep: Class 26 contains 697 members Mstep: Class 27 contains 1533 members Mstep: Class 28 contains 1275 members Mstep: Class 29 contains 8781 members Entering Unmasked Estep Score: -8163665.500000 Penalty: 53636.960938 Splitting cluster 20 changes total score from -8144981.500000 to -8163665.500000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 21 (3618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Entering Unmasked Estep Score: -350506.406250 Penalty: 1331.472534 Iteration 0F: 2 clusters Score -350506.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -347499.031250 Penalty: 2662.945068 Iteration 0F: 3 clusters Score -347499 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -348785.062500 Penalty: 2662.945068 Iteration 1F: 3 clusters Score -348785.1 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -349929.656250 Penalty: 2662.945068 Iteration 2F: 3 clusters Score -349929.7 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -350897.187500 Penalty: 2662.945068 Iteration 3F: 3 clusters Score -350897.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -351392.062500 Penalty: 2662.945068 Iteration 4F: 3 clusters Score -351392.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -351609.687500 Penalty: 2662.945068 Iteration 5Q: 3 clusters Score -351609.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -351752.968750 Penalty: 2662.945068 Iteration 6Q: 3 clusters Score -351753 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -351877.250000 Penalty: 2662.945068 Iteration 7Q: 3 clusters Score -351877.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -351990.281250 Penalty: 2662.945068 Iteration 8Q: 3 clusters Score -351990.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -352094.093750 Penalty: 2662.945068 Iteration 9Q: 3 clusters Score -352094.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -352195.093750 Penalty: 2662.945068 Iteration 10Q: 3 clusters Score -352195.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -352320.156250 Penalty: 2662.945068 Iteration 11Q: 3 clusters Score -352320.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -352463.375000 Penalty: 2662.945068 Iteration 12Q: 3 clusters Score -352463.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -352575.937500 Penalty: 2662.945068 Iteration 13Q: 3 clusters Score -352575.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -352655.843750 Penalty: 2662.945068 Iteration 14Q: 3 clusters Score -352655.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -352725.906250 Penalty: 2662.945068 Iteration 15Q: 3 clusters Score -352725.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -352753.750000 Penalty: 2662.945068 Iteration 16Q: 3 clusters Score -352753.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -352760.937500 Penalty: 2662.945068 Iteration 17Q: 3 clusters Score -352760.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -352766.156250 Penalty: 2662.945068 Iteration 18Q: 3 clusters Score -352766.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -352768.687500 Penalty: 2662.945068 Iteration 19Q: 3 clusters Score -352768.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -352792.625000 Penalty: 2662.945068 Iteration 20F: 3 clusters Score -352792.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -352814.062500 Penalty: 2662.945068 Iteration 21Q: 3 clusters Score -352814.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -352830.281250 Penalty: 2662.945068 Iteration 22Q: 3 clusters Score -352830.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -352842.437500 Penalty: 2662.945068 Iteration 23Q: 3 clusters Score -352842.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -352862.968750 Penalty: 2662.945068 Iteration 24Q: 3 clusters Score -352863 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -352872.500000 Penalty: 2662.945068 Iteration 25Q: 3 clusters Score -352872.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -352874.531250 Penalty: 2662.945068 Iteration 26Q: 3 clusters Score -352874.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -352875.218750 Penalty: 2662.945068 Iteration 27Q: 3 clusters Score -352875.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -352876.875000 Penalty: 2662.945068 Iteration 28Q: 3 clusters Score -352876.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -352877.968750 Penalty: 2662.945068 Iteration 29Q: 3 clusters Score -352878 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -352878.843750 Penalty: 2662.945068 Iteration 30Q: 3 clusters Score -352878.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -352878.781250 Penalty: 2662.945068 Iteration 31Q: 3 clusters Score -352878.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -352889.031250 Penalty: 2662.945068 Iteration 32F: 3 clusters Score -352889 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -352916.687500 Penalty: 2662.945068 Iteration 33Q: 3 clusters Score -352916.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -352937.625000 Penalty: 2662.945068 Iteration 34Q: 3 clusters Score -352937.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -352939.906250 Penalty: 2662.945068 Iteration 35Q: 3 clusters Score -352939.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -352942.500000 Penalty: 2662.945068 Iteration 36Q: 3 clusters Score -352942.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -352943.500000 Penalty: 2662.945068 Iteration 37Q: 3 clusters Score -352943.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -352952.156250 Penalty: 2662.945068 Iteration 38Q: 3 clusters Score -352952.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -352984.468750 Penalty: 2662.945068 Iteration 39Q: 3 clusters Score -352984.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -353037.656250 Penalty: 2662.945068 Iteration 40F: 3 clusters Score -353037.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -353088.062500 Penalty: 2662.945068 Iteration 41Q: 3 clusters Score -353088.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -353109.437500 Penalty: 2662.945068 Iteration 42Q: 3 clusters Score -353109.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -353133.250000 Penalty: 2662.945068 Iteration 43Q: 3 clusters Score -353133.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -353170.468750 Penalty: 2662.945068 Iteration 44Q: 3 clusters Score -353170.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -353187.343750 Penalty: 2662.945068 Iteration 45Q: 3 clusters Score -353187.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -353196.031250 Penalty: 2662.945068 Iteration 46Q: 3 clusters Score -353196 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -353200.062500 Penalty: 2662.945068 Iteration 47Q: 3 clusters Score -353200.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -353203.468750 Penalty: 2662.945068 Iteration 48Q: 3 clusters Score -353203.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -353203.906250 Penalty: 2662.945068 Iteration 49Q: 3 clusters Score -353203.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -353204.156250 Penalty: 2662.945068 Iteration 50Q: 3 clusters Score -353204.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -353204.875000 Penalty: 2662.945068 Iteration 51Q: 3 clusters Score -353204.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -353205.281250 Penalty: 2662.945068 Iteration 52Q: 3 clusters Score -353205.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -353206.687500 Penalty: 2662.945068 Iteration 53Q: 3 clusters Score -353206.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -353208.562500 Penalty: 2662.945068 Iteration 54Q: 3 clusters Score -353208.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -353211.062500 Penalty: 2662.945068 Iteration 55Q: 3 clusters Score -353211.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -353213.187500 Penalty: 2662.945068 Iteration 56Q: 3 clusters Score -353213.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -353214.812500 Penalty: 2662.945068 Iteration 57Q: 3 clusters Score -353214.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -353215.406250 Penalty: 2662.945068 Iteration 58Q: 3 clusters Score -353215.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -353215.968750 Penalty: 2662.945068 Iteration 59Q: 3 clusters Score -353216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -353221.687500 Penalty: 2662.945068 Iteration 60F: 3 clusters Score -353221.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -353225.343750 Penalty: 2662.945068 Iteration 61Q: 3 clusters Score -353225.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -353227.125000 Penalty: 2662.945068 Iteration 62Q: 3 clusters Score -353227.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -353228.187500 Penalty: 2662.945068 Iteration 63Q: 3 clusters Score -353228.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -353228.031250 Penalty: 2662.945068 Iteration 64Q: 3 clusters Score -353228 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -353228.468750 Penalty: 2662.945068 Iteration 65Q: 3 clusters Score -353228.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -353228.468750 Penalty: 2662.945068 Iteration 66F: 3 clusters Score -353228.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 7423 members Mstep: Class 16 contains 1899 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 2231 members Mstep: Class 21 contains 1631 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 1078 members Mstep: Class 24 contains 8414 members Mstep: Class 25 contains 669 members Mstep: Class 26 contains 697 members Mstep: Class 27 contains 1533 members Mstep: Class 28 contains 1275 members Mstep: Class 29 contains 8781 members Mstep: Class 30 contains 1987 members Entering Unmasked Estep Score: -8165861.000000 Penalty: 55486.511719 Splitting cluster 21 changes total score from -8144981.500000 to -8165861.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 22 (1593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Entering Unmasked Estep Score: -151501.500000 Penalty: 1198.173340 Iteration 0F: 2 clusters Score -151501.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -149726.296875 Penalty: 2396.346680 Iteration 0F: 3 clusters Score -149726.3 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -150298.515625 Penalty: 2396.346680 Iteration 1F: 3 clusters Score -150298.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -150839.562500 Penalty: 2396.346680 Iteration 2F: 3 clusters Score -150839.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -151537.859375 Penalty: 2396.346680 Iteration 3F: 3 clusters Score -151537.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -151867.296875 Penalty: 2396.346680 Iteration 4F: 3 clusters Score -151867.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -151998.484375 Penalty: 2396.346680 Iteration 5Q: 3 clusters Score -151998.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -152021.718750 Penalty: 2396.346680 Iteration 6Q: 3 clusters Score -152021.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -152041.984375 Penalty: 2396.346680 Iteration 7Q: 3 clusters Score -152042 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -152060.812500 Penalty: 2396.346680 Iteration 8Q: 3 clusters Score -152060.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -152070.468750 Penalty: 2396.346680 Iteration 9Q: 3 clusters Score -152070.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -152074.671875 Penalty: 2396.346680 Iteration 10Q: 3 clusters Score -152074.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -152082.625000 Penalty: 2396.346680 Iteration 11Q: 3 clusters Score -152082.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -152092.875000 Penalty: 2396.346680 Iteration 12Q: 3 clusters Score -152092.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -152097.296875 Penalty: 2396.346680 Iteration 13Q: 3 clusters Score -152097.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -152102.984375 Penalty: 2396.346680 Iteration 14Q: 3 clusters Score -152103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -152113.453125 Penalty: 2396.346680 Iteration 15Q: 3 clusters Score -152113.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -152120.656250 Penalty: 2396.346680 Iteration 16Q: 3 clusters Score -152120.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -152132.859375 Penalty: 2396.346680 Iteration 17Q: 3 clusters Score -152132.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -152138.453125 Penalty: 2396.346680 Iteration 18Q: 3 clusters Score -152138.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -152141.078125 Penalty: 2396.346680 Iteration 19Q: 3 clusters Score -152141.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -152162.703125 Penalty: 2396.346680 Iteration 20F: 3 clusters Score -152162.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -152268.187500 Penalty: 2396.346680 Iteration 21Q: 3 clusters Score -152268.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -152326.546875 Penalty: 2396.346680 Iteration 22Q: 3 clusters Score -152326.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -152364.718750 Penalty: 2396.346680 Iteration 23Q: 3 clusters Score -152364.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -152381.406250 Penalty: 2396.346680 Iteration 24Q: 3 clusters Score -152381.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -152392.281250 Penalty: 2396.346680 Iteration 25Q: 3 clusters Score -152392.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -152397.296875 Penalty: 2396.346680 Iteration 26Q: 3 clusters Score -152397.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -152399.453125 Penalty: 2396.346680 Iteration 27Q: 3 clusters Score -152399.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -152400.906250 Penalty: 2396.346680 Iteration 28Q: 3 clusters Score -152400.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -152403.093750 Penalty: 2396.346680 Iteration 29Q: 3 clusters Score -152403.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -152403.671875 Penalty: 2396.346680 Iteration 30Q: 3 clusters Score -152403.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -152404.046875 Penalty: 2396.346680 Iteration 31Q: 3 clusters Score -152404 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -152404.046875 Penalty: 2396.346680 Iteration 32F: 3 clusters Score -152404 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 3 contains 261 members Mstep: Class 4 contains 5946 members Mstep: Class 5 contains 4510 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 2757 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 7423 members Mstep: Class 16 contains 1899 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 2231 members Mstep: Class 21 contains 1631 members Mstep: Class 22 contains 935 members Mstep: Class 23 contains 1078 members Mstep: Class 24 contains 8414 members Mstep: Class 25 contains 669 members Mstep: Class 26 contains 697 members Mstep: Class 27 contains 1533 members Mstep: Class 28 contains 1275 members Mstep: Class 29 contains 8781 members Mstep: Class 30 contains 1987 members Mstep: Class 31 contains 658 members Entering Unmasked Estep Score: -8166118.000000 Penalty: 57336.062500 Splitting cluster 22 changes total score from -8144981.500000 to -8166118.000000 So it's getting split into cluster 31. Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1685 members Mstep: Class 4 contains 5946 members Mstep: Class 6 contains 3358 members Mstep: Class 7 contains 13636 members Mstep: Class 8 contains 731 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 981 members Mstep: Class 12 contains 2532 members Mstep: Class 13 contains 944 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 7423 members Mstep: Class 16 contains 1899 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 6290 members Mstep: Class 20 contains 2231 members Mstep: Class 21 contains 1631 members Mstep: Class 22 contains 935 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1616.984863 but Gain 1849.550781 Score: -8169062.000000 Penalty: 55486.511719 Iteration 39Q: 31 clusters Score -8169062 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1713 members Mstep: Class 4 contains 5875 members Mstep: Class 5 contains 4485 members Mstep: Class 6 contains 3515 members Mstep: Class 7 contains 13634 members Mstep: Class 8 contains 859 members Mstep: Class 9 contains 668 members Mstep: Class 10 contains 986 members Mstep: Class 11 contains 2758 members Mstep: Class 12 contains 2499 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 7413 members Mstep: Class 16 contains 1950 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1333 members Mstep: Class 19 contains 6307 members Mstep: Class 20 contains 2226 members Mstep: Class 21 contains 1675 members Mstep: Class 22 contains 928 members Mstep: Class 23 contains 1021 members Mstep: Class 24 contains 8396 members Mstep: Class 25 contains 657 members Mstep: Class 26 contains 720 members Mstep: Class 27 contains 1509 members Mstep: Class 28 contains 1292 members Mstep: Class 29 contains 8676 members Mstep: Class 30 contains 2012 members Mstep: Class 31 contains 635 members Entering Unmasked Estep ConsiderDeletion Score: -8171592.000000 Penalty: 55486.511719 Iteration 40F: 31 clusters Score -8171592 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1701 members Mstep: Class 4 contains 5838 members Mstep: Class 5 contains 4509 members Mstep: Class 6 contains 3526 members Mstep: Class 7 contains 13593 members Mstep: Class 8 contains 881 members Mstep: Class 9 contains 673 members Mstep: Class 10 contains 957 members Mstep: Class 11 contains 2782 members Mstep: Class 12 contains 2468 members Mstep: Class 13 contains 919 members Mstep: Class 14 contains 1334 members Mstep: Class 15 contains 7380 members Mstep: Class 16 contains 1928 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 1250 members Mstep: Class 19 contains 6287 members Mstep: Class 20 contains 2209 members Mstep: Class 21 contains 1681 members Mstep: Class 22 contains 931 members Mstep: Class 23 contains 1053 members Mstep: Class 24 contains 8390 members Mstep: Class 25 contains 656 members Mstep: Class 26 contains 787 members Mstep: Class 27 contains 1511 members Mstep: Class 28 contains 1359 members Mstep: Class 29 contains 8631 members Mstep: Class 30 contains 2009 members Mstep: Class 31 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -8172513.000000 Penalty: 55486.511719 Iteration 41Q: 31 clusters Score -8172513 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1691 members Mstep: Class 4 contains 5810 members Mstep: Class 5 contains 4523 members Mstep: Class 6 contains 3533 members Mstep: Class 7 contains 13605 members Mstep: Class 8 contains 901 members Mstep: Class 9 contains 680 members Mstep: Class 10 contains 951 members Mstep: Class 11 contains 2777 members Mstep: Class 12 contains 2448 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 1405 members Mstep: Class 15 contains 7369 members Mstep: Class 16 contains 1928 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 1225 members Mstep: Class 19 contains 6292 members Mstep: Class 20 contains 2203 members Mstep: Class 21 contains 1689 members Mstep: Class 22 contains 942 members Mstep: Class 23 contains 1049 members Mstep: Class 24 contains 8387 members Mstep: Class 25 contains 657 members Mstep: Class 26 contains 809 members Mstep: Class 27 contains 1504 members Mstep: Class 28 contains 1366 members Mstep: Class 29 contains 8596 members Mstep: Class 30 contains 1994 members Mstep: Class 31 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -8172891.000000 Penalty: 55486.511719 Iteration 42Q: 31 clusters Score -8172891 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5797 members Mstep: Class 5 contains 4527 members Mstep: Class 6 contains 3538 members Mstep: Class 7 contains 13623 members Mstep: Class 8 contains 907 members Mstep: Class 9 contains 680 members Mstep: Class 10 contains 947 members Mstep: Class 11 contains 2766 members Mstep: Class 12 contains 2435 members Mstep: Class 13 contains 913 members Mstep: Class 14 contains 1463 members Mstep: Class 15 contains 7362 members Mstep: Class 16 contains 1932 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 1220 members Mstep: Class 19 contains 6302 members Mstep: Class 20 contains 2199 members Mstep: Class 21 contains 1699 members Mstep: Class 22 contains 948 members Mstep: Class 23 contains 1032 members Mstep: Class 24 contains 8383 members Mstep: Class 25 contains 658 members Mstep: Class 26 contains 822 members Mstep: Class 27 contains 1503 members Mstep: Class 28 contains 1366 members Mstep: Class 29 contains 8564 members Mstep: Class 30 contains 1982 members Mstep: Class 31 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -8173105.000000 Penalty: 55486.511719 Iteration 43Q: 31 clusters Score -8173105 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5788 members Mstep: Class 5 contains 4526 members Mstep: Class 6 contains 3543 members Mstep: Class 7 contains 13635 members Mstep: Class 8 contains 916 members Mstep: Class 9 contains 682 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2758 members Mstep: Class 12 contains 2419 members Mstep: Class 13 contains 911 members Mstep: Class 14 contains 1507 members Mstep: Class 15 contains 7357 members Mstep: Class 16 contains 1931 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 1207 members Mstep: Class 19 contains 6308 members Mstep: Class 20 contains 2191 members Mstep: Class 21 contains 1704 members Mstep: Class 22 contains 951 members Mstep: Class 23 contains 1027 members Mstep: Class 24 contains 8384 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 828 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 8547 members Mstep: Class 30 contains 1974 members Mstep: Class 31 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -8173219.000000 Penalty: 55486.511719 Iteration 44Q: 31 clusters Score -8173219 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5786 members Mstep: Class 5 contains 4527 members Mstep: Class 6 contains 3546 members Mstep: Class 7 contains 13647 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 678 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2750 members Mstep: Class 12 contains 2408 members Mstep: Class 13 contains 911 members Mstep: Class 14 contains 1535 members Mstep: Class 15 contains 7355 members Mstep: Class 16 contains 1934 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1206 members Mstep: Class 19 contains 6313 members Mstep: Class 20 contains 2189 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 956 members Mstep: Class 23 contains 1012 members Mstep: Class 24 contains 8386 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 830 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1364 members Mstep: Class 29 contains 8532 members Mstep: Class 30 contains 1970 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173284.500000 Penalty: 55486.511719 Iteration 45Q: 31 clusters Score -8173284 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5786 members Mstep: Class 5 contains 4525 members Mstep: Class 6 contains 3548 members Mstep: Class 7 contains 13658 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2741 members Mstep: Class 12 contains 2401 members Mstep: Class 13 contains 911 members Mstep: Class 14 contains 1560 members Mstep: Class 15 contains 7353 members Mstep: Class 16 contains 1937 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1207 members Mstep: Class 19 contains 6315 members Mstep: Class 20 contains 2188 members Mstep: Class 21 contains 1700 members Mstep: Class 22 contains 959 members Mstep: Class 23 contains 1005 members Mstep: Class 24 contains 8387 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 832 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 8517 members Mstep: Class 30 contains 1965 members Mstep: Class 31 contains 649 members Entering Unmasked Estep ConsiderDeletion Score: -8173335.000000 Penalty: 55486.511719 Iteration 46Q: 31 clusters Score -8173335 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5786 members Mstep: Class 5 contains 4522 members Mstep: Class 6 contains 3551 members Mstep: Class 7 contains 13668 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2737 members Mstep: Class 12 contains 2399 members Mstep: Class 13 contains 911 members Mstep: Class 14 contains 1580 members Mstep: Class 15 contains 7353 members Mstep: Class 16 contains 1938 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1205 members Mstep: Class 19 contains 6315 members Mstep: Class 20 contains 2188 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 959 members Mstep: Class 23 contains 1001 members Mstep: Class 24 contains 8387 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 832 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1365 members Mstep: Class 29 contains 8503 members Mstep: Class 30 contains 1961 members Mstep: Class 31 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -8173360.000000 Penalty: 55486.511719 Iteration 47Q: 31 clusters Score -8173360 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5787 members Mstep: Class 5 contains 4522 members Mstep: Class 6 contains 3553 members Mstep: Class 7 contains 13681 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 665 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2727 members Mstep: Class 12 contains 2396 members Mstep: Class 13 contains 911 members Mstep: Class 14 contains 1606 members Mstep: Class 15 contains 7353 members Mstep: Class 16 contains 1938 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1202 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 2185 members Mstep: Class 21 contains 1702 members Mstep: Class 22 contains 959 members Mstep: Class 23 contains 1000 members Mstep: Class 24 contains 8385 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 831 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 8488 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 649 members Entering Unmasked Estep ConsiderDeletion Score: -8173383.000000 Penalty: 55486.511719 Iteration 48Q: 31 clusters Score -8173383 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5787 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3554 members Mstep: Class 7 contains 13691 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 663 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2720 members Mstep: Class 12 contains 2393 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 1631 members Mstep: Class 15 contains 7353 members Mstep: Class 16 contains 1938 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6318 members Mstep: Class 20 contains 2185 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 960 members Mstep: Class 23 contains 999 members Mstep: Class 24 contains 8383 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 831 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8469 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173399.000000 Penalty: 55486.511719 Iteration 49Q: 31 clusters Score -8173399 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5787 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3554 members Mstep: Class 7 contains 13697 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 660 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2716 members Mstep: Class 12 contains 2390 members Mstep: Class 13 contains 909 members Mstep: Class 14 contains 1653 members Mstep: Class 15 contains 7353 members Mstep: Class 16 contains 1938 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1202 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 2186 members Mstep: Class 21 contains 1702 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 998 members Mstep: Class 24 contains 8383 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 832 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8452 members Mstep: Class 30 contains 1959 members Mstep: Class 31 contains 646 members Entering Unmasked Estep ConsiderDeletion Score: -8173407.500000 Penalty: 55486.511719 Iteration 50Q: 31 clusters Score -8173408 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5786 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3553 members Mstep: Class 7 contains 13703 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 657 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2713 members Mstep: Class 12 contains 2385 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1938 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1202 members Mstep: Class 19 contains 6318 members Mstep: Class 20 contains 2184 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 998 members Mstep: Class 24 contains 8384 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 832 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8443 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -8173435.000000 Penalty: 55486.511719 Iteration 51Q: 31 clusters Score -8173435 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13712 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2708 members Mstep: Class 12 contains 2376 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1685 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1938 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6318 members Mstep: Class 20 contains 2185 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 996 members Mstep: Class 24 contains 8385 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 832 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8435 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173449.500000 Penalty: 55486.511719 Iteration 52Q: 31 clusters Score -8173450 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13722 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2699 members Mstep: Class 12 contains 2367 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1702 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1938 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1204 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 2185 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 993 members Mstep: Class 24 contains 8388 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 832 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8426 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173428.000000 Penalty: 55486.511719 Iteration 53Q: 31 clusters Score -8173428 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13726 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2695 members Mstep: Class 12 contains 2358 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1715 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1204 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 2184 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 8391 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 832 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8420 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173440.000000 Penalty: 55486.511719 Iteration 54Q: 31 clusters Score -8173440 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13728 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2694 members Mstep: Class 12 contains 2349 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1728 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 2185 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 8394 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 833 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8411 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173443.500000 Penalty: 55486.511719 Iteration 55Q: 31 clusters Score -8173444 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13730 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2692 members Mstep: Class 12 contains 2346 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1736 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 2186 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 8395 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 833 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8404 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173448.500000 Penalty: 55486.511719 Iteration 56Q: 31 clusters Score -8173448 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13734 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2688 members Mstep: Class 12 contains 2342 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1743 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 2186 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 8396 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 833 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8400 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173448.000000 Penalty: 55486.511719 Iteration 57Q: 31 clusters Score -8173448 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13735 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1747 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6317 members Mstep: Class 20 contains 2186 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 8398 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 833 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8398 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173450.000000 Penalty: 55486.511719 Iteration 58Q: 31 clusters Score -8173450 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13736 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1752 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6316 members Mstep: Class 20 contains 2186 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 991 members Mstep: Class 24 contains 8399 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 833 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8395 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173443.500000 Penalty: 55486.511719 Iteration 59Q: 31 clusters Score -8173444 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13736 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2337 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1754 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6315 members Mstep: Class 20 contains 2187 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 991 members Mstep: Class 24 contains 8399 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 834 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1361 members Mstep: Class 29 contains 8392 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -8173474.500000 Penalty: 55486.511719 Iteration 60F: 31 clusters Score -8173474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4521 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13736 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1204 members Mstep: Class 19 contains 6315 members Mstep: Class 20 contains 2187 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 963 members Mstep: Class 23 contains 990 members Mstep: Class 24 contains 8399 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 834 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1360 members Mstep: Class 29 contains 8390 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 649 members Entering Unmasked Estep ConsiderDeletion Score: -8173504.000000 Penalty: 55486.511719 Iteration 61Q: 31 clusters Score -8173504 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4522 members Mstep: Class 6 contains 3551 members Mstep: Class 7 contains 13739 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1759 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1205 members Mstep: Class 19 contains 6315 members Mstep: Class 20 contains 2187 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 987 members Mstep: Class 24 contains 8401 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 834 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1358 members Mstep: Class 29 contains 8387 members Mstep: Class 30 contains 1958 members Mstep: Class 31 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -8173561.500000 Penalty: 55486.511719 Iteration 62Q: 31 clusters Score -8173562 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1688 members Mstep: Class 4 contains 5784 members Mstep: Class 5 contains 4523 members Mstep: Class 6 contains 3551 members Mstep: Class 7 contains 13740 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1759 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1940 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1209 members Mstep: Class 19 contains 6319 members Mstep: Class 20 contains 2187 members Mstep: Class 21 contains 1697 members Mstep: Class 22 contains 968 members Mstep: Class 23 contains 978 members Mstep: Class 24 contains 8403 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 834 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1354 members Mstep: Class 29 contains 8387 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -8173621.500000 Penalty: 55486.511719 Iteration 63Q: 31 clusters Score -8173622 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5783 members Mstep: Class 5 contains 4525 members Mstep: Class 6 contains 3550 members Mstep: Class 7 contains 13745 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1759 members Mstep: Class 15 contains 7353 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1212 members Mstep: Class 19 contains 6322 members Mstep: Class 20 contains 2187 members Mstep: Class 21 contains 1697 members Mstep: Class 22 contains 972 members Mstep: Class 23 contains 964 members Mstep: Class 24 contains 8405 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 836 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1354 members Mstep: Class 29 contains 8388 members Mstep: Class 30 contains 1959 members Mstep: Class 31 contains 644 members Entering Unmasked Estep ConsiderDeletion Score: -8173674.000000 Penalty: 55486.511719 Iteration 64Q: 31 clusters Score -8173674 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5783 members Mstep: Class 5 contains 4528 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13747 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2336 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1759 members Mstep: Class 15 contains 7352 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1209 members Mstep: Class 19 contains 6326 members Mstep: Class 20 contains 2188 members Mstep: Class 21 contains 1696 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 961 members Mstep: Class 24 contains 8405 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 838 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1353 members Mstep: Class 29 contains 8388 members Mstep: Class 30 contains 1959 members Mstep: Class 31 contains 639 members Entering Unmasked Estep ConsiderDeletion Score: -8173715.500000 Penalty: 55486.511719 Iteration 65Q: 31 clusters Score -8173716 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5783 members Mstep: Class 5 contains 4529 members Mstep: Class 6 contains 3552 members Mstep: Class 7 contains 13750 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 7350 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1206 members Mstep: Class 19 contains 6328 members Mstep: Class 20 contains 2188 members Mstep: Class 21 contains 1698 members Mstep: Class 22 contains 967 members Mstep: Class 23 contains 958 members Mstep: Class 24 contains 8405 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1350 members Mstep: Class 29 contains 8389 members Mstep: Class 30 contains 1959 members Mstep: Class 31 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -8173797.000000 Penalty: 55486.511719 Iteration 66Q: 31 clusters Score -8173797 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5784 members Mstep: Class 5 contains 4530 members Mstep: Class 6 contains 3549 members Mstep: Class 7 contains 13750 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 947 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 2335 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1765 members Mstep: Class 15 contains 7348 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6329 members Mstep: Class 20 contains 2188 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 958 members Mstep: Class 23 contains 960 members Mstep: Class 24 contains 8404 members Mstep: Class 25 contains 658 members Mstep: Class 26 contains 842 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1348 members Mstep: Class 29 contains 8387 members Mstep: Class 30 contains 1959 members Mstep: Class 31 contains 649 members Entering Unmasked Estep ConsiderDeletion Score: -8173878.500000 Penalty: 55486.511719 Iteration 67Q: 31 clusters Score -8173878 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5784 members Mstep: Class 5 contains 4531 members Mstep: Class 6 contains 3542 members Mstep: Class 7 contains 13752 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 948 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 2334 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1773 members Mstep: Class 15 contains 7348 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 1203 members Mstep: Class 19 contains 6330 members Mstep: Class 20 contains 2188 members Mstep: Class 21 contains 1701 members Mstep: Class 22 contains 952 members Mstep: Class 23 contains 953 members Mstep: Class 24 contains 8404 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1344 members Mstep: Class 29 contains 8386 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 663 members Entering Unmasked Estep ConsiderDeletion Score: -8173928.000000 Penalty: 55486.511719 Iteration 68Q: 31 clusters Score -8173928 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5784 members Mstep: Class 5 contains 4533 members Mstep: Class 6 contains 3539 members Mstep: Class 7 contains 13752 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 2329 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1786 members Mstep: Class 15 contains 7349 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1199 members Mstep: Class 19 contains 6330 members Mstep: Class 20 contains 2188 members Mstep: Class 21 contains 1704 members Mstep: Class 22 contains 953 members Mstep: Class 23 contains 948 members Mstep: Class 24 contains 8405 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1343 members Mstep: Class 29 contains 8381 members Mstep: Class 30 contains 1960 members Mstep: Class 31 contains 665 members Entering Unmasked Estep ConsiderDeletion Score: -8174023.000000 Penalty: 55486.511719 Iteration 69Q: 31 clusters Score -8174023 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5784 members Mstep: Class 5 contains 4534 members Mstep: Class 6 contains 3532 members Mstep: Class 7 contains 13751 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 7349 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1197 members Mstep: Class 19 contains 6332 members Mstep: Class 20 contains 2187 members Mstep: Class 21 contains 1702 members Mstep: Class 22 contains 956 members Mstep: Class 23 contains 949 members Mstep: Class 24 contains 8408 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1339 members Mstep: Class 29 contains 8376 members Mstep: Class 30 contains 1961 members Mstep: Class 31 contains 669 members Entering Unmasked Estep ConsiderDeletion Score: -8174099.000000 Penalty: 55486.511719 Iteration 70Q: 31 clusters Score -8174099 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5784 members Mstep: Class 5 contains 4535 members Mstep: Class 6 contains 3521 members Mstep: Class 7 contains 13752 members Mstep: Class 8 contains 928 members Mstep: Class 9 contains 656 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 2321 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 7348 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1193 members Mstep: Class 19 contains 6335 members Mstep: Class 20 contains 2188 members Mstep: Class 21 contains 1704 members Mstep: Class 22 contains 948 members Mstep: Class 23 contains 947 members Mstep: Class 24 contains 8408 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 842 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1334 members Mstep: Class 29 contains 8374 members Mstep: Class 30 contains 1961 members Mstep: Class 31 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -8174180.000000 Penalty: 55486.511719 Iteration 71Q: 31 clusters Score -8174180 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5784 members Mstep: Class 5 contains 4536 members Mstep: Class 6 contains 3509 members Mstep: Class 7 contains 13752 members Mstep: Class 8 contains 930 members Mstep: Class 9 contains 657 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 2318 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 1805 members Mstep: Class 15 contains 7347 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 1190 members Mstep: Class 19 contains 6336 members Mstep: Class 20 contains 2189 members Mstep: Class 21 contains 1708 members Mstep: Class 22 contains 941 members Mstep: Class 23 contains 949 members Mstep: Class 24 contains 8408 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 842 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1330 members Mstep: Class 29 contains 8374 members Mstep: Class 30 contains 1961 members Mstep: Class 31 contains 701 members Entering Unmasked Estep ConsiderDeletion Score: -8174239.000000 Penalty: 55486.511719 Iteration 72Q: 31 clusters Score -8174239 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5785 members Mstep: Class 5 contains 4538 members Mstep: Class 6 contains 3494 members Mstep: Class 7 contains 13752 members Mstep: Class 8 contains 933 members Mstep: Class 9 contains 657 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2688 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1809 members Mstep: Class 15 contains 7347 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 851 members Mstep: Class 18 contains 1188 members Mstep: Class 19 contains 6336 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1704 members Mstep: Class 22 contains 943 members Mstep: Class 23 contains 949 members Mstep: Class 24 contains 8409 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 842 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1326 members Mstep: Class 29 contains 8372 members Mstep: Class 30 contains 1963 members Mstep: Class 31 contains 712 members Entering Unmasked Estep ConsiderDeletion Score: -8174309.500000 Penalty: 55486.511719 Iteration 73Q: 31 clusters Score -8174310 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5786 members Mstep: Class 5 contains 4538 members Mstep: Class 6 contains 3481 members Mstep: Class 7 contains 13753 members Mstep: Class 8 contains 935 members Mstep: Class 9 contains 657 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2688 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1814 members Mstep: Class 15 contains 7347 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 851 members Mstep: Class 18 contains 1185 members Mstep: Class 19 contains 6336 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1704 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 949 members Mstep: Class 24 contains 8409 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 842 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1324 members Mstep: Class 29 contains 8368 members Mstep: Class 30 contains 1963 members Mstep: Class 31 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -8174415.000000 Penalty: 55486.511719 Iteration 74Q: 31 clusters Score -8174415 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5786 members Mstep: Class 5 contains 4538 members Mstep: Class 6 contains 3475 members Mstep: Class 7 contains 13754 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 657 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1817 members Mstep: Class 15 contains 7347 members Mstep: Class 16 contains 1941 members Mstep: Class 17 contains 851 members Mstep: Class 18 contains 1183 members Mstep: Class 19 contains 6336 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1702 members Mstep: Class 22 contains 940 members Mstep: Class 23 contains 951 members Mstep: Class 24 contains 8409 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 842 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1320 members Mstep: Class 29 contains 8366 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 740 members Entering Unmasked Estep ConsiderDeletion Score: -8174572.500000 Penalty: 55486.511719 Iteration 75Q: 31 clusters Score -8174572 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5786 members Mstep: Class 5 contains 4539 members Mstep: Class 6 contains 3464 members Mstep: Class 7 contains 13758 members Mstep: Class 8 contains 936 members Mstep: Class 9 contains 657 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1821 members Mstep: Class 15 contains 7347 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 852 members Mstep: Class 18 contains 1182 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 2191 members Mstep: Class 21 contains 1702 members Mstep: Class 22 contains 933 members Mstep: Class 23 contains 941 members Mstep: Class 24 contains 8409 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 842 members Mstep: Class 27 contains 1502 members Mstep: Class 28 contains 1315 members Mstep: Class 29 contains 8365 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 762 members Entering Unmasked Estep ConsiderDeletion Score: -8174807.500000 Penalty: 55486.511719 Iteration 76Q: 31 clusters Score -8174808 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5788 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3447 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 941 members Mstep: Class 9 contains 656 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1823 members Mstep: Class 15 contains 7348 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 851 members Mstep: Class 18 contains 1177 members Mstep: Class 19 contains 6338 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1703 members Mstep: Class 22 contains 934 members Mstep: Class 23 contains 935 members Mstep: Class 24 contains 8409 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1310 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 780 members Entering Unmasked Estep ConsiderDeletion Score: -8174969.500000 Penalty: 55486.511719 Iteration 77Q: 31 clusters Score -8174970 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5788 members Mstep: Class 5 contains 4541 members Mstep: Class 6 contains 3425 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 942 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2684 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1823 members Mstep: Class 15 contains 7349 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 1176 members Mstep: Class 19 contains 6338 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1703 members Mstep: Class 22 contains 922 members Mstep: Class 23 contains 936 members Mstep: Class 24 contains 8409 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1307 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 816 members Entering Unmasked Estep ConsiderDeletion Score: -8175087.000000 Penalty: 55486.511719 Iteration 78Q: 31 clusters Score -8175087 nChanged 55 Entering ConstructFrom: Score: -8175087.000000 Penalty: 55486.511719 Entering ConstructFrom: Trying to split cluster 1 (934 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Entering Unmasked Estep Score: -86610.359375 Penalty: 1111.414917 Iteration 0F: 2 clusters Score -86610.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -85198.929688 Penalty: 2222.829834 Iteration 0F: 3 clusters Score -85198.93 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -85484.406250 Penalty: 2222.829834 Iteration 1F: 3 clusters Score -85484.41 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -85663.132812 Penalty: 2222.829834 Iteration 2F: 3 clusters Score -85663.13 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -85890.101562 Penalty: 2222.829834 Iteration 3F: 3 clusters Score -85890.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -86191.593750 Penalty: 2222.829834 Iteration 4F: 3 clusters Score -86191.59 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -86478.289062 Penalty: 2222.829834 Iteration 5F: 3 clusters Score -86478.29 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -86615.734375 Penalty: 2222.829834 Iteration 6F: 3 clusters Score -86615.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -86667.953125 Penalty: 2222.829834 Iteration 7Q: 3 clusters Score -86667.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -86694.039062 Penalty: 2222.829834 Iteration 8Q: 3 clusters Score -86694.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -86709.835938 Penalty: 2222.829834 Iteration 9Q: 3 clusters Score -86709.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -86744.687500 Penalty: 2222.829834 Iteration 10Q: 3 clusters Score -86744.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -86764.210938 Penalty: 2222.829834 Iteration 11Q: 3 clusters Score -86764.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -86778.164062 Penalty: 2222.829834 Iteration 12Q: 3 clusters Score -86778.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -86778.164062 Penalty: 2222.829834 Iteration 13F: 3 clusters Score -86778.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1687 members Mstep: Class 3 contains 233 members Mstep: Class 4 contains 5789 members Mstep: Class 5 contains 4543 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 945 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1824 members Mstep: Class 15 contains 7350 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1705 members Mstep: Class 22 contains 920 members Mstep: Class 23 contains 936 members Mstep: Class 24 contains 8410 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 837 members Entering Unmasked Estep Score: -8174580.500000 Penalty: 57336.062500 Splitting cluster 1 changes total score from -8175087.000000 to -8174580.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Entering Unmasked Estep Score: -168292.765625 Penalty: 1207.489868 Iteration 0F: 2 clusters Score -168292.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -166397.296875 Penalty: 2414.979736 Iteration 0F: 3 clusters Score -166397.3 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -166780.593750 Penalty: 2414.979736 Iteration 1F: 3 clusters Score -166780.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -166882.250000 Penalty: 2414.979736 Iteration 2F: 3 clusters Score -166882.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -166944.578125 Penalty: 2414.979736 Iteration 3Q: 3 clusters Score -166944.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -167003.703125 Penalty: 2414.979736 Iteration 4Q: 3 clusters Score -167003.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -167076.578125 Penalty: 2414.979736 Iteration 5Q: 3 clusters Score -167076.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -167146.328125 Penalty: 2414.979736 Iteration 6Q: 3 clusters Score -167146.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -167206.015625 Penalty: 2414.979736 Iteration 7Q: 3 clusters Score -167206 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -167274.046875 Penalty: 2414.979736 Iteration 8Q: 3 clusters Score -167274 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -167339.484375 Penalty: 2414.979736 Iteration 9Q: 3 clusters Score -167339.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -167393.000000 Penalty: 2414.979736 Iteration 10Q: 3 clusters Score -167393 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -167428.828125 Penalty: 2414.979736 Iteration 11Q: 3 clusters Score -167428.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -167455.703125 Penalty: 2414.979736 Iteration 12Q: 3 clusters Score -167455.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -167480.703125 Penalty: 2414.979736 Iteration 13Q: 3 clusters Score -167480.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -167505.234375 Penalty: 2414.979736 Iteration 14Q: 3 clusters Score -167505.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -167523.312500 Penalty: 2414.979736 Iteration 15Q: 3 clusters Score -167523.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -167538.828125 Penalty: 2414.979736 Iteration 16Q: 3 clusters Score -167538.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -167558.656250 Penalty: 2414.979736 Iteration 17Q: 3 clusters Score -167558.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -167571.296875 Penalty: 2414.979736 Iteration 18Q: 3 clusters Score -167571.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -167583.203125 Penalty: 2414.979736 Iteration 19Q: 3 clusters Score -167583.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -167593.187500 Penalty: 2414.979736 Iteration 20F: 3 clusters Score -167593.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -167600.359375 Penalty: 2414.979736 Iteration 21Q: 3 clusters Score -167600.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -167603.046875 Penalty: 2414.979736 Iteration 22Q: 3 clusters Score -167603 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -167604.937500 Penalty: 2414.979736 Iteration 23Q: 3 clusters Score -167604.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -167608.218750 Penalty: 2414.979736 Iteration 24Q: 3 clusters Score -167608.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -167610.078125 Penalty: 2414.979736 Iteration 25Q: 3 clusters Score -167610.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -167612.375000 Penalty: 2414.979736 Iteration 26Q: 3 clusters Score -167612.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -167614.078125 Penalty: 2414.979736 Iteration 27Q: 3 clusters Score -167614.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -167616.406250 Penalty: 2414.979736 Iteration 28Q: 3 clusters Score -167616.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -167617.500000 Penalty: 2414.979736 Iteration 29Q: 3 clusters Score -167617.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -167618.468750 Penalty: 2414.979736 Iteration 30Q: 3 clusters Score -167618.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -167619.078125 Penalty: 2414.979736 Iteration 31Q: 3 clusters Score -167619.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -167619.078125 Penalty: 2414.979736 Iteration 32F: 3 clusters Score -167619.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Entering Unmasked Estep Score: -551465.875000 Penalty: 1407.853638 Iteration 0F: 2 clusters Score -551465.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -547016.750000 Penalty: 2815.707275 Iteration 0F: 3 clusters Score -547016.8 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -548387.250000 Penalty: 2815.707275 Iteration 1F: 3 clusters Score -548387.2 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -548658.125000 Penalty: 2815.707275 Iteration 2F: 3 clusters Score -548658.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -548880.812500 Penalty: 2815.707275 Iteration 3F: 3 clusters Score -548880.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -549079.937500 Penalty: 2815.707275 Iteration 4Q: 3 clusters Score -549079.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -549252.125000 Penalty: 2815.707275 Iteration 5Q: 3 clusters Score -549252.1 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -549390.937500 Penalty: 2815.707275 Iteration 6Q: 3 clusters Score -549390.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -549519.062500 Penalty: 2815.707275 Iteration 7Q: 3 clusters Score -549519.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -549647.437500 Penalty: 2815.707275 Iteration 8Q: 3 clusters Score -549647.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -549758.562500 Penalty: 2815.707275 Iteration 9Q: 3 clusters Score -549758.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -549846.187500 Penalty: 2815.707275 Iteration 10Q: 3 clusters Score -549846.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -549923.812500 Penalty: 2815.707275 Iteration 11Q: 3 clusters Score -549923.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -549989.625000 Penalty: 2815.707275 Iteration 12Q: 3 clusters Score -549989.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -550034.375000 Penalty: 2815.707275 Iteration 13Q: 3 clusters Score -550034.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -550064.750000 Penalty: 2815.707275 Iteration 14Q: 3 clusters Score -550064.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -550091.812500 Penalty: 2815.707275 Iteration 15Q: 3 clusters Score -550091.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -550116.750000 Penalty: 2815.707275 Iteration 16Q: 3 clusters Score -550116.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -550139.437500 Penalty: 2815.707275 Iteration 17Q: 3 clusters Score -550139.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -550160.437500 Penalty: 2815.707275 Iteration 18Q: 3 clusters Score -550160.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -550180.125000 Penalty: 2815.707275 Iteration 19Q: 3 clusters Score -550180.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -550193.937500 Penalty: 2815.707275 Iteration 20F: 3 clusters Score -550193.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -550206.125000 Penalty: 2815.707275 Iteration 21Q: 3 clusters Score -550206.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -550215.562500 Penalty: 2815.707275 Iteration 22Q: 3 clusters Score -550215.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -550225.875000 Penalty: 2815.707275 Iteration 23Q: 3 clusters Score -550225.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -550237.562500 Penalty: 2815.707275 Iteration 24Q: 3 clusters Score -550237.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -550248.500000 Penalty: 2815.707275 Iteration 25Q: 3 clusters Score -550248.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -550258.125000 Penalty: 2815.707275 Iteration 26Q: 3 clusters Score -550258.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -550267.750000 Penalty: 2815.707275 Iteration 27Q: 3 clusters Score -550267.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -550272.687500 Penalty: 2815.707275 Iteration 28Q: 3 clusters Score -550272.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -550278.812500 Penalty: 2815.707275 Iteration 29Q: 3 clusters Score -550278.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -550282.500000 Penalty: 2815.707275 Iteration 30Q: 3 clusters Score -550282.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -550285.750000 Penalty: 2815.707275 Iteration 31Q: 3 clusters Score -550285.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -550288.500000 Penalty: 2815.707275 Iteration 32Q: 3 clusters Score -550288.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -550290.437500 Penalty: 2815.707275 Iteration 33Q: 3 clusters Score -550290.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -550291.687500 Penalty: 2815.707275 Iteration 34Q: 3 clusters Score -550291.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -550293.750000 Penalty: 2815.707275 Iteration 35Q: 3 clusters Score -550293.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -550293.437500 Penalty: 2815.707275 Iteration 36Q: 3 clusters Score -550293.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -550293.437500 Penalty: 2815.707275 Iteration 37F: 3 clusters Score -550293.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Entering Unmasked Estep Score: -451697.500000 Penalty: 1368.468262 Iteration 0F: 2 clusters Score -451697.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -448025.906250 Penalty: 2736.936523 Iteration 0F: 3 clusters Score -448025.9 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -449043.187500 Penalty: 2736.936523 Iteration 1F: 3 clusters Score -449043.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -449202.000000 Penalty: 2736.936523 Iteration 2F: 3 clusters Score -449202 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -449314.656250 Penalty: 2736.936523 Iteration 3Q: 3 clusters Score -449314.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -449401.625000 Penalty: 2736.936523 Iteration 4Q: 3 clusters Score -449401.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -449488.000000 Penalty: 2736.936523 Iteration 5Q: 3 clusters Score -449488 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -449543.375000 Penalty: 2736.936523 Iteration 6Q: 3 clusters Score -449543.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -449600.562500 Penalty: 2736.936523 Iteration 7Q: 3 clusters Score -449600.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -449661.875000 Penalty: 2736.936523 Iteration 8Q: 3 clusters Score -449661.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -449740.562500 Penalty: 2736.936523 Iteration 9Q: 3 clusters Score -449740.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -449846.375000 Penalty: 2736.936523 Iteration 10Q: 3 clusters Score -449846.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -449999.843750 Penalty: 2736.936523 Iteration 11Q: 3 clusters Score -449999.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -450162.000000 Penalty: 2736.936523 Iteration 12Q: 3 clusters Score -450162 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -450325.687500 Penalty: 2736.936523 Iteration 13Q: 3 clusters Score -450325.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -450445.187500 Penalty: 2736.936523 Iteration 14Q: 3 clusters Score -450445.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -450559.875000 Penalty: 2736.936523 Iteration 15Q: 3 clusters Score -450559.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -450649.468750 Penalty: 2736.936523 Iteration 16Q: 3 clusters Score -450649.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -450725.718750 Penalty: 2736.936523 Iteration 17Q: 3 clusters Score -450725.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -450805.750000 Penalty: 2736.936523 Iteration 18Q: 3 clusters Score -450805.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -450865.968750 Penalty: 2736.936523 Iteration 19Q: 3 clusters Score -450866 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -450931.093750 Penalty: 2736.936523 Iteration 20F: 3 clusters Score -450931.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -450982.343750 Penalty: 2736.936523 Iteration 21Q: 3 clusters Score -450982.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -451020.187500 Penalty: 2736.936523 Iteration 22Q: 3 clusters Score -451020.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -451045.906250 Penalty: 2736.936523 Iteration 23Q: 3 clusters Score -451045.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -451061.343750 Penalty: 2736.936523 Iteration 24Q: 3 clusters Score -451061.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -451068.250000 Penalty: 2736.936523 Iteration 25Q: 3 clusters Score -451068.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -451075.156250 Penalty: 2736.936523 Iteration 26Q: 3 clusters Score -451075.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -451079.687500 Penalty: 2736.936523 Iteration 27Q: 3 clusters Score -451079.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -451081.250000 Penalty: 2736.936523 Iteration 28Q: 3 clusters Score -451081.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -451081.250000 Penalty: 2736.936523 Iteration 29F: 3 clusters Score -451081.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Entering Unmasked Estep Score: -331106.562500 Penalty: 1321.612549 Iteration 0F: 2 clusters Score -331106.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -328111.156250 Penalty: 2643.225098 Iteration 0F: 3 clusters Score -328111.2 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -328890.437500 Penalty: 2643.225098 Iteration 1F: 3 clusters Score -328890.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -329060.812500 Penalty: 2643.225098 Iteration 2F: 3 clusters Score -329060.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -329209.468750 Penalty: 2643.225098 Iteration 3F: 3 clusters Score -329209.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -329415.062500 Penalty: 2643.225098 Iteration 4F: 3 clusters Score -329415.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -329678.406250 Penalty: 2643.225098 Iteration 5F: 3 clusters Score -329678.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -330008.531250 Penalty: 2643.225098 Iteration 6F: 3 clusters Score -330008.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -330372.593750 Penalty: 2643.225098 Iteration 7F: 3 clusters Score -330372.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -330654.968750 Penalty: 2643.225098 Iteration 8F: 3 clusters Score -330655 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -330856.312500 Penalty: 2643.225098 Iteration 9F: 3 clusters Score -330856.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -330958.906250 Penalty: 2643.225098 Iteration 10Q: 3 clusters Score -330958.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -331018.937500 Penalty: 2643.225098 Iteration 11Q: 3 clusters Score -331018.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -331056.375000 Penalty: 2643.225098 Iteration 12Q: 3 clusters Score -331056.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -331072.125000 Penalty: 2643.225098 Iteration 13Q: 3 clusters Score -331072.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -331082.375000 Penalty: 2643.225098 Iteration 14Q: 3 clusters Score -331082.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -331089.500000 Penalty: 2643.225098 Iteration 15Q: 3 clusters Score -331089.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -331094.093750 Penalty: 2643.225098 Iteration 16Q: 3 clusters Score -331094.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -331096.343750 Penalty: 2643.225098 Iteration 17Q: 3 clusters Score -331096.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -331097.000000 Penalty: 2643.225098 Iteration 18Q: 3 clusters Score -331097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -331098.687500 Penalty: 2643.225098 Iteration 19Q: 3 clusters Score -331098.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -331098.875000 Penalty: 2643.225098 Iteration 20F: 3 clusters Score -331098.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13759 members Entering Unmasked Estep Score: -1312251.375000 Penalty: 1548.535400 Iteration 0F: 2 clusters Score -1312251 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -1302619.875000 Penalty: 3097.070801 Iteration 0F: 3 clusters Score -1302620 nChanged 6130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -1306016.750000 Penalty: 3097.070801 Iteration 1F: 3 clusters Score -1306017 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -1306300.500000 Penalty: 3097.070801 Iteration 2F: 3 clusters Score -1306300 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1306519.375000 Penalty: 3097.070801 Iteration 3Q: 3 clusters Score -1306519 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -1306729.500000 Penalty: 3097.070801 Iteration 4Q: 3 clusters Score -1306730 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -1306972.125000 Penalty: 3097.070801 Iteration 5Q: 3 clusters Score -1306972 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -1307249.375000 Penalty: 3097.070801 Iteration 6Q: 3 clusters Score -1307249 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -1307578.875000 Penalty: 3097.070801 Iteration 7Q: 3 clusters Score -1307579 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -1307952.875000 Penalty: 3097.070801 Iteration 8Q: 3 clusters Score -1307953 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1308363.500000 Penalty: 3097.070801 Iteration 9Q: 3 clusters Score -1308364 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -1308767.000000 Penalty: 3097.070801 Iteration 10Q: 3 clusters Score -1308767 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -1309141.500000 Penalty: 3097.070801 Iteration 11Q: 3 clusters Score -1309142 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -1309448.875000 Penalty: 3097.070801 Iteration 12Q: 3 clusters Score -1309449 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -1309645.125000 Penalty: 3097.070801 Iteration 13Q: 3 clusters Score -1309645 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -1309747.375000 Penalty: 3097.070801 Iteration 14Q: 3 clusters Score -1309747 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -1309805.875000 Penalty: 3097.070801 Iteration 15Q: 3 clusters Score -1309806 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -1309843.000000 Penalty: 3097.070801 Iteration 16Q: 3 clusters Score -1309843 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -1309877.000000 Penalty: 3097.070801 Iteration 17Q: 3 clusters Score -1309877 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -1309900.250000 Penalty: 3097.070801 Iteration 18Q: 3 clusters Score -1309900 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -1309926.375000 Penalty: 3097.070801 Iteration 19Q: 3 clusters Score -1309926 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -1309956.375000 Penalty: 3097.070801 Iteration 20F: 3 clusters Score -1309956 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 8410 members Entering Unmasked Estep Score: -1309979.000000 Penalty: 3097.070801 Iteration 21Q: 3 clusters Score -1309979 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -1310006.375000 Penalty: 3097.070801 Iteration 22Q: 3 clusters Score -1310006 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -1310018.375000 Penalty: 3097.070801 Iteration 23Q: 3 clusters Score -1310018 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -1310031.250000 Penalty: 3097.070801 Iteration 24Q: 3 clusters Score -1310031 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -1310047.500000 Penalty: 3097.070801 Iteration 25Q: 3 clusters Score -1310048 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -1310063.250000 Penalty: 3097.070801 Iteration 26Q: 3 clusters Score -1310063 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -1310068.750000 Penalty: 3097.070801 Iteration 27Q: 3 clusters Score -1310069 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 8848 members Entering Unmasked Estep Score: -1310079.375000 Penalty: 3097.070801 Iteration 28Q: 3 clusters Score -1310079 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 8897 members Entering Unmasked Estep Score: -1310088.750000 Penalty: 3097.070801 Iteration 29Q: 3 clusters Score -1310089 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -1310093.375000 Penalty: 3097.070801 Iteration 30Q: 3 clusters Score -1310093 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -1310100.625000 Penalty: 3097.070801 Iteration 31Q: 3 clusters Score -1310101 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -1310107.250000 Penalty: 3097.070801 Iteration 32Q: 3 clusters Score -1310107 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -1310112.250000 Penalty: 3097.070801 Iteration 33Q: 3 clusters Score -1310112 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -1310120.750000 Penalty: 3097.070801 Iteration 34Q: 3 clusters Score -1310121 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 9110 members Entering Unmasked Estep Score: -1310125.500000 Penalty: 3097.070801 Iteration 35Q: 3 clusters Score -1310126 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -1310130.125000 Penalty: 3097.070801 Iteration 36Q: 3 clusters Score -1310130 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -1310134.125000 Penalty: 3097.070801 Iteration 37Q: 3 clusters Score -1310134 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -1310139.875000 Penalty: 3097.070801 Iteration 38Q: 3 clusters Score -1310140 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -1310147.375000 Penalty: 3097.070801 Iteration 39Q: 3 clusters Score -1310147 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -1310150.500000 Penalty: 3097.070801 Iteration 40F: 3 clusters Score -1310150 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -1310155.125000 Penalty: 3097.070801 Iteration 41Q: 3 clusters Score -1310155 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -1310164.500000 Penalty: 3097.070801 Iteration 42Q: 3 clusters Score -1310164 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -1310163.375000 Penalty: 3097.070801 Iteration 43Q: 3 clusters Score -1310163 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -1310164.125000 Penalty: 3097.070801 Iteration 44Q: 3 clusters Score -1310164 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 9408 members Entering Unmasked Estep Score: -1310169.625000 Penalty: 3097.070801 Iteration 45Q: 3 clusters Score -1310170 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -1310174.375000 Penalty: 3097.070801 Iteration 46Q: 3 clusters Score -1310174 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -1310180.250000 Penalty: 3097.070801 Iteration 47Q: 3 clusters Score -1310180 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -1310180.375000 Penalty: 3097.070801 Iteration 48Q: 3 clusters Score -1310180 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -1310182.875000 Penalty: 3097.070801 Iteration 49Q: 3 clusters Score -1310183 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 9530 members Entering Unmasked Estep Score: -1310185.250000 Penalty: 3097.070801 Iteration 50Q: 3 clusters Score -1310185 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -1310194.125000 Penalty: 3097.070801 Iteration 51Q: 3 clusters Score -1310194 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -1310198.250000 Penalty: 3097.070801 Iteration 52Q: 3 clusters Score -1310198 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -1310201.125000 Penalty: 3097.070801 Iteration 53Q: 3 clusters Score -1310201 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -1310206.000000 Penalty: 3097.070801 Iteration 54Q: 3 clusters Score -1310206 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -1310208.625000 Penalty: 3097.070801 Iteration 55Q: 3 clusters Score -1310209 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -1310213.625000 Penalty: 3097.070801 Iteration 56Q: 3 clusters Score -1310214 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -1310218.375000 Penalty: 3097.070801 Iteration 57Q: 3 clusters Score -1310218 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1310222.125000 Penalty: 3097.070801 Iteration 58Q: 3 clusters Score -1310222 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 9775 members Entering Unmasked Estep Score: -1310225.375000 Penalty: 3097.070801 Iteration 59Q: 3 clusters Score -1310225 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 9805 members Entering Unmasked Estep Score: -1310228.500000 Penalty: 3097.070801 Iteration 60F: 3 clusters Score -1310228 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 9839 members Entering Unmasked Estep Score: -1310231.250000 Penalty: 3097.070801 Iteration 61Q: 3 clusters Score -1310231 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 9875 members Entering Unmasked Estep Score: -1310244.375000 Penalty: 3097.070801 Iteration 62Q: 3 clusters Score -1310244 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -1310244.625000 Penalty: 3097.070801 Iteration 63Q: 3 clusters Score -1310245 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -1310249.125000 Penalty: 3097.070801 Iteration 64Q: 3 clusters Score -1310249 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -1310253.250000 Penalty: 3097.070801 Iteration 65Q: 3 clusters Score -1310253 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -1310260.875000 Penalty: 3097.070801 Iteration 66Q: 3 clusters Score -1310261 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -1310262.875000 Penalty: 3097.070801 Iteration 67Q: 3 clusters Score -1310263 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -1310264.500000 Penalty: 3097.070801 Iteration 68Q: 3 clusters Score -1310264 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -1310270.250000 Penalty: 3097.070801 Iteration 69Q: 3 clusters Score -1310270 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -1310275.000000 Penalty: 3097.070801 Iteration 70Q: 3 clusters Score -1310275 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 10150 members Entering Unmasked Estep Score: -1310276.250000 Penalty: 3097.070801 Iteration 71Q: 3 clusters Score -1310276 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 10177 members Entering Unmasked Estep Score: -1310285.250000 Penalty: 3097.070801 Iteration 72Q: 3 clusters Score -1310285 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -1310290.500000 Penalty: 3097.070801 Iteration 73Q: 3 clusters Score -1310290 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -1310288.875000 Penalty: 3097.070801 Iteration 74Q: 3 clusters Score -1310289 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -1310294.625000 Penalty: 3097.070801 Iteration 75Q: 3 clusters Score -1310295 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 10268 members Entering Unmasked Estep Score: -1310293.125000 Penalty: 3097.070801 Iteration 76Q: 3 clusters Score -1310293 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -1310292.750000 Penalty: 3097.070801 Iteration 77Q: 3 clusters Score -1310293 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -1310299.125000 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members Entering Unmasked Estep Score: -1310391.875000 Penalty: 3097.070801 Iteration 90Q: 3 clusters Score -1310392 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -1310401.375000 Penalty: 3097.070801 Iteration 91Q: 3 clusters Score -1310401 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -1310409.625000 Penalty: 3097.070801 Iteration 92Q: 3 clusters Score -1310410 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -1310415.625000 Penalty: 3097.070801 Iteration 93Q: 3 clusters Score -1310416 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 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Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -1310898.250000 Penalty: 3097.070801 Iteration 153Q: 3 clusters Score -1310898 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -1310902.875000 Penalty: 3097.070801 Iteration 154Q: 3 clusters Score -1310903 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -1310909.000000 Penalty: 3097.070801 Iteration 155Q: 3 clusters Score -1310909 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -1310912.625000 Penalty: 3097.070801 Iteration 156Q: 3 clusters Score -1310913 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -1310913.750000 Penalty: 3097.070801 Iteration 157Q: 3 clusters Score -1310914 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -1310918.250000 Penalty: 3097.070801 Iteration 158Q: 3 clusters Score -1310918 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -1310920.625000 Penalty: 3097.070801 Iteration 159Q: 3 clusters Score -1310921 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -1310925.125000 Penalty: 3097.070801 Iteration 160F: 3 clusters Score -1310925 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 12825 members Entering Unmasked Estep Score: -1310930.375000 Penalty: 3097.070801 Iteration 161Q: 3 clusters Score -1310930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 12837 members Entering Unmasked Estep Score: -1310938.250000 Penalty: 3097.070801 Iteration 162Q: 3 clusters Score -1310938 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 12851 members Entering Unmasked Estep Score: -1310945.875000 Penalty: 3097.070801 Iteration 163Q: 3 clusters Score -1310946 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 12867 members Entering Unmasked Estep Score: -1310952.250000 Penalty: 3097.070801 Iteration 164Q: 3 clusters Score -1310952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -1310958.250000 Penalty: 3097.070801 Iteration 165Q: 3 clusters Score -1310958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 12889 members Entering Unmasked Estep Score: -1310959.875000 Penalty: 3097.070801 Iteration 166Q: 3 clusters Score -1310960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -1310961.250000 Penalty: 3097.070801 Iteration 167Q: 3 clusters Score -1310961 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 12896 members Entering Unmasked Estep Score: -1310963.375000 Penalty: 3097.070801 Iteration 168Q: 3 clusters Score -1310963 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -1310962.375000 Penalty: 3097.070801 Iteration 169Q: 3 clusters Score -1310962 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -1310965.000000 Penalty: 3097.070801 Iteration 170Q: 3 clusters Score -1310965 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 12902 members Entering Unmasked Estep Score: -1310965.000000 Penalty: 3097.070801 Iteration 171Q: 3 clusters Score -1310965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 12904 members Entering Unmasked Estep Score: -1310965.125000 Penalty: 3097.070801 Iteration 172Q: 3 clusters Score -1310965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 12906 members Entering Unmasked Estep Score: -1310965.500000 Penalty: 3097.070801 Iteration 173Q: 3 clusters Score -1310966 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -1310964.250000 Penalty: 3097.070801 Iteration 174Q: 3 clusters Score -1310964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -1310964.250000 Penalty: 3097.070801 Iteration 175Q: 3 clusters Score -1310964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -1310965.375000 Penalty: 3097.070801 Iteration 176Q: 3 clusters Score -1310965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -1310967.375000 Penalty: 3097.070801 Iteration 177Q: 3 clusters Score -1310967 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -1310967.375000 Penalty: 3097.070801 Iteration 178F: 3 clusters Score -1310967 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Entering Unmasked Estep Score: -82733.039062 Penalty: 1113.317505 Iteration 0F: 2 clusters Score -82733.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -81493.054688 Penalty: 2226.635010 Iteration 0F: 3 clusters Score -81493.05 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -82292.898438 Penalty: 2226.635010 Iteration 1F: 3 clusters Score -82292.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -82875.664062 Penalty: 2226.635010 Iteration 2F: 3 clusters Score -82875.66 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -83238.023438 Penalty: 2226.635010 Iteration 3F: 3 clusters Score -83238.02 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -83513.281250 Penalty: 2226.635010 Iteration 4Q: 3 clusters Score -83513.28 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -83615.218750 Penalty: 2226.635010 Iteration 5Q: 3 clusters Score -83615.22 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -83684.343750 Penalty: 2226.635010 Iteration 6Q: 3 clusters Score -83684.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -83724.375000 Penalty: 2226.635010 Iteration 7Q: 3 clusters Score -83724.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -83753.906250 Penalty: 2226.635010 Iteration 8Q: 3 clusters Score -83753.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -83787.484375 Penalty: 2226.635010 Iteration 9Q: 3 clusters Score -83787.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -83813.757812 Penalty: 2226.635010 Iteration 10Q: 3 clusters Score -83813.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83843.203125 Penalty: 2226.635010 Iteration 11Q: 3 clusters Score -83843.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -83891.679688 Penalty: 2226.635010 Iteration 12Q: 3 clusters Score -83891.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -83951.507812 Penalty: 2226.635010 Iteration 13Q: 3 clusters Score -83951.51 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -84055.539062 Penalty: 2226.635010 Iteration 14Q: 3 clusters Score -84055.54 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -84209.875000 Penalty: 2226.635010 Iteration 15Q: 3 clusters Score -84209.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -84334.671875 Penalty: 2226.635010 Iteration 16Q: 3 clusters Score -84334.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -84452.953125 Penalty: 2226.635010 Iteration 17Q: 3 clusters Score -84452.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -84579.062500 Penalty: 2226.635010 Iteration 18Q: 3 clusters Score -84579.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -84631.289062 Penalty: 2226.635010 Iteration 19Q: 3 clusters Score -84631.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -84655.648438 Penalty: 2226.635010 Iteration 20F: 3 clusters Score -84655.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -84662.953125 Penalty: 2226.635010 Iteration 21Q: 3 clusters Score -84662.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -84668.156250 Penalty: 2226.635010 Iteration 22Q: 3 clusters Score -84668.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -84672.625000 Penalty: 2226.635010 Iteration 23Q: 3 clusters Score -84672.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -84672.625000 Penalty: 2226.635010 Iteration 24F: 3 clusters Score -84672.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1687 members Mstep: Class 3 contains 507 members Mstep: Class 4 contains 5789 members Mstep: Class 5 contains 4543 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1824 members Mstep: Class 15 contains 7350 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1705 members Mstep: Class 22 contains 920 members Mstep: Class 23 contains 936 members Mstep: Class 24 contains 8410 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 837 members Entering Unmasked Estep Score: -8176354.000000 Penalty: 57336.062500 Splitting cluster 8 changes total score from -8175087.000000 to -8176354.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 9 (655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Entering Unmasked Estep Score: -56473.222656 Penalty: 1053.753296 Iteration 0F: 2 clusters Score -56473.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -55303.687500 Penalty: 2107.506592 Iteration 0F: 3 clusters Score -55303.69 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -55517.269531 Penalty: 2107.506592 Iteration 1F: 3 clusters Score -55517.27 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -55585.765625 Penalty: 2107.506592 Iteration 2F: 3 clusters Score -55585.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -55617.269531 Penalty: 2107.506592 Iteration 3Q: 3 clusters Score -55617.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -55628.316406 Penalty: 2107.506592 Iteration 4Q: 3 clusters Score -55628.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -55637.878906 Penalty: 2107.506592 Iteration 5Q: 3 clusters Score -55637.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -55639.128906 Penalty: 2107.506592 Iteration 6Q: 3 clusters Score -55639.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -55640.152344 Penalty: 2107.506592 Iteration 7Q: 3 clusters Score -55640.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -55640.988281 Penalty: 2107.506592 Iteration 8Q: 3 clusters Score -55640.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -55644.113281 Penalty: 2107.506592 Iteration 9Q: 3 clusters Score -55644.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -55645.367188 Penalty: 2107.506592 Iteration 10Q: 3 clusters Score -55645.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -55645.367188 Penalty: 2107.506592 Iteration 11F: 3 clusters Score -55645.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Entering Unmasked Estep Score: -91791.664062 Penalty: 1114.003906 Iteration 0F: 2 clusters Score -91791.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -90381.585938 Penalty: 2228.007812 Iteration 0F: 3 clusters Score -90381.59 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -90623.468750 Penalty: 2228.007812 Iteration 1F: 3 clusters Score -90623.47 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -90689.109375 Penalty: 2228.007812 Iteration 2F: 3 clusters Score -90689.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -90713.796875 Penalty: 2228.007812 Iteration 3Q: 3 clusters Score -90713.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -90733.031250 Penalty: 2228.007812 Iteration 4Q: 3 clusters Score -90733.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -90746.562500 Penalty: 2228.007812 Iteration 5Q: 3 clusters Score -90746.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -90759.765625 Penalty: 2228.007812 Iteration 6Q: 3 clusters Score -90759.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -90768.250000 Penalty: 2228.007812 Iteration 7Q: 3 clusters Score -90768.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -90774.250000 Penalty: 2228.007812 Iteration 8Q: 3 clusters Score -90774.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -90780.148438 Penalty: 2228.007812 Iteration 9Q: 3 clusters Score -90780.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -90782.335938 Penalty: 2228.007812 Iteration 10Q: 3 clusters Score -90782.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -90784.195312 Penalty: 2228.007812 Iteration 11Q: 3 clusters Score -90784.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -90787.140625 Penalty: 2228.007812 Iteration 12Q: 3 clusters Score -90787.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -90787.539062 Penalty: 2228.007812 Iteration 13Q: 3 clusters Score -90787.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -90787.539062 Penalty: 2228.007812 Iteration 14F: 3 clusters Score -90787.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Entering Unmasked Estep Score: -251241.578125 Penalty: 1282.887329 Iteration 0F: 2 clusters Score -251241.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -248702.875000 Penalty: 2565.774658 Iteration 0F: 3 clusters Score -248702.9 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -249260.281250 Penalty: 2565.774658 Iteration 1F: 3 clusters Score -249260.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -249374.984375 Penalty: 2565.774658 Iteration 2F: 3 clusters Score -249375 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -249433.828125 Penalty: 2565.774658 Iteration 3Q: 3 clusters Score -249433.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -249471.953125 Penalty: 2565.774658 Iteration 4Q: 3 clusters Score -249472 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -249506.687500 Penalty: 2565.774658 Iteration 5Q: 3 clusters Score -249506.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -249539.750000 Penalty: 2565.774658 Iteration 6Q: 3 clusters Score -249539.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -249560.015625 Penalty: 2565.774658 Iteration 7Q: 3 clusters Score -249560 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -249574.890625 Penalty: 2565.774658 Iteration 8Q: 3 clusters Score -249574.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -249587.531250 Penalty: 2565.774658 Iteration 9Q: 3 clusters Score -249587.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -249596.140625 Penalty: 2565.774658 Iteration 10Q: 3 clusters Score -249596.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -249603.265625 Penalty: 2565.774658 Iteration 11Q: 3 clusters Score -249603.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -249608.484375 Penalty: 2565.774658 Iteration 12Q: 3 clusters Score -249608.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -249612.437500 Penalty: 2565.774658 Iteration 13Q: 3 clusters Score -249612.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -249619.250000 Penalty: 2565.774658 Iteration 14Q: 3 clusters Score -249619.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -249626.859375 Penalty: 2565.774658 Iteration 15Q: 3 clusters Score -249626.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -249630.062500 Penalty: 2565.774658 Iteration 16Q: 3 clusters Score -249630.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -249634.093750 Penalty: 2565.774658 Iteration 17Q: 3 clusters Score -249634.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -249637.281250 Penalty: 2565.774658 Iteration 18Q: 3 clusters Score -249637.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -249642.078125 Penalty: 2565.774658 Iteration 19Q: 3 clusters Score -249642.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -249645.187500 Penalty: 2565.774658 Iteration 20F: 3 clusters Score -249645.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -249648.843750 Penalty: 2565.774658 Iteration 21Q: 3 clusters Score -249648.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -249650.390625 Penalty: 2565.774658 Iteration 22Q: 3 clusters Score -249650.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -249652.375000 Penalty: 2565.774658 Iteration 23Q: 3 clusters Score -249652.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -249655.562500 Penalty: 2565.774658 Iteration 24Q: 3 clusters Score -249655.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -249657.656250 Penalty: 2565.774658 Iteration 25Q: 3 clusters Score -249657.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -249659.187500 Penalty: 2565.774658 Iteration 26Q: 3 clusters Score -249659.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -249659.578125 Penalty: 2565.774658 Iteration 27Q: 3 clusters Score -249659.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -249660.250000 Penalty: 2565.774658 Iteration 28Q: 3 clusters Score -249660.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -249660.484375 Penalty: 2565.774658 Iteration 29Q: 3 clusters Score -249660.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -249661.203125 Penalty: 2565.774658 Iteration 30Q: 3 clusters Score -249661.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -249662.328125 Penalty: 2565.774658 Iteration 31Q: 3 clusters Score -249662.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -249663.687500 Penalty: 2565.774658 Iteration 32Q: 3 clusters Score -249663.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -249663.625000 Penalty: 2565.774658 Iteration 33Q: 3 clusters Score -249663.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -249666.437500 Penalty: 2565.774658 Iteration 34Q: 3 clusters Score -249666.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -249670.078125 Penalty: 2565.774658 Iteration 35Q: 3 clusters Score -249670.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -249674.640625 Penalty: 2565.774658 Iteration 36Q: 3 clusters Score -249674.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -249677.406250 Penalty: 2565.774658 Iteration 37Q: 3 clusters Score -249677.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -249679.703125 Penalty: 2565.774658 Iteration 38Q: 3 clusters Score -249679.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -249681.031250 Penalty: 2565.774658 Iteration 39Q: 3 clusters Score -249681 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -249683.515625 Penalty: 2565.774658 Iteration 40F: 3 clusters Score -249683.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -249689.703125 Penalty: 2565.774658 Iteration 41Q: 3 clusters Score -249689.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -249696.562500 Penalty: 2565.774658 Iteration 42Q: 3 clusters Score -249696.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -249704.593750 Penalty: 2565.774658 Iteration 43Q: 3 clusters Score -249704.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -249713.203125 Penalty: 2565.774658 Iteration 44Q: 3 clusters Score -249713.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -249718.578125 Penalty: 2565.774658 Iteration 45Q: 3 clusters Score -249718.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -249727.890625 Penalty: 2565.774658 Iteration 46Q: 3 clusters Score -249727.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -249736.687500 Penalty: 2565.774658 Iteration 47Q: 3 clusters Score -249736.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -249742.281250 Penalty: 2565.774658 Iteration 48Q: 3 clusters Score -249742.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -249749.609375 Penalty: 2565.774658 Iteration 49Q: 3 clusters Score -249749.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -249755.625000 Penalty: 2565.774658 Iteration 50Q: 3 clusters Score -249755.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -249761.671875 Penalty: 2565.774658 Iteration 51Q: 3 clusters Score -249761.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -249771.156250 Penalty: 2565.774658 Iteration 52Q: 3 clusters Score -249771.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -249788.640625 Penalty: 2565.774658 Iteration 53Q: 3 clusters Score -249788.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -249803.171875 Penalty: 2565.774658 Iteration 54Q: 3 clusters Score -249803.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -249816.656250 Penalty: 2565.774658 Iteration 55Q: 3 clusters Score -249816.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -249829.828125 Penalty: 2565.774658 Iteration 56Q: 3 clusters Score -249829.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -249842.203125 Penalty: 2565.774658 Iteration 57Q: 3 clusters Score -249842.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -249851.375000 Penalty: 2565.774658 Iteration 58Q: 3 clusters Score -249851.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -249861.250000 Penalty: 2565.774658 Iteration 59Q: 3 clusters Score -249861.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -249873.421875 Penalty: 2565.774658 Iteration 60F: 3 clusters Score -249873.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -249887.265625 Penalty: 2565.774658 Iteration 61Q: 3 clusters Score -249887.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -249899.062500 Penalty: 2565.774658 Iteration 62Q: 3 clusters Score -249899.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -249909.875000 Penalty: 2565.774658 Iteration 63Q: 3 clusters Score -249909.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -249916.578125 Penalty: 2565.774658 Iteration 64Q: 3 clusters Score -249916.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -249927.062500 Penalty: 2565.774658 Iteration 65Q: 3 clusters Score -249927.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -249941.921875 Penalty: 2565.774658 Iteration 66Q: 3 clusters Score -249941.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -249961.015625 Penalty: 2565.774658 Iteration 67Q: 3 clusters Score -249961 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -249977.015625 Penalty: 2565.774658 Iteration 68Q: 3 clusters Score -249977 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -249989.171875 Penalty: 2565.774658 Iteration 69Q: 3 clusters Score -249989.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -250002.562500 Penalty: 2565.774658 Iteration 70Q: 3 clusters Score -250002.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -250018.906250 Penalty: 2565.774658 Iteration 71Q: 3 clusters Score -250018.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -250034.984375 Penalty: 2565.774658 Iteration 72Q: 3 clusters Score -250035 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -250054.250000 Penalty: 2565.774658 Iteration 73Q: 3 clusters Score -250054.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -250072.828125 Penalty: 2565.774658 Iteration 74Q: 3 clusters Score -250072.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -250087.968750 Penalty: 2565.774658 Iteration 75Q: 3 clusters Score -250088 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -250102.375000 Penalty: 2565.774658 Iteration 76Q: 3 clusters Score -250102.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -250108.781250 Penalty: 2565.774658 Iteration 77Q: 3 clusters Score -250108.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -250114.109375 Penalty: 2565.774658 Iteration 78Q: 3 clusters Score -250114.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -250117.687500 Penalty: 2565.774658 Iteration 79Q: 3 clusters Score -250117.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -250120.968750 Penalty: 2565.774658 Iteration 80F: 3 clusters Score -250121 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -250122.328125 Penalty: 2565.774658 Iteration 81Q: 3 clusters Score -250122.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -250123.531250 Penalty: 2565.774658 Iteration 82Q: 3 clusters Score -250123.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -250124.921875 Penalty: 2565.774658 Iteration 83Q: 3 clusters Score -250124.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -250127.171875 Penalty: 2565.774658 Iteration 84Q: 3 clusters Score -250127.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -250128.562500 Penalty: 2565.774658 Iteration 85Q: 3 clusters Score -250128.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -250130.468750 Penalty: 2565.774658 Iteration 86Q: 3 clusters Score -250130.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -250132.125000 Penalty: 2565.774658 Iteration 87Q: 3 clusters Score -250132.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -250134.140625 Penalty: 2565.774658 Iteration 88Q: 3 clusters Score -250134.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -250136.640625 Penalty: 2565.774658 Iteration 89Q: 3 clusters Score -250136.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -250140.640625 Penalty: 2565.774658 Iteration 90Q: 3 clusters Score -250140.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -250144.703125 Penalty: 2565.774658 Iteration 91Q: 3 clusters Score -250144.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -250153.093750 Penalty: 2565.774658 Iteration 92Q: 3 clusters Score -250153.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -250159.250000 Penalty: 2565.774658 Iteration 93Q: 3 clusters Score -250159.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -250166.734375 Penalty: 2565.774658 Iteration 94Q: 3 clusters Score -250166.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -250174.531250 Penalty: 2565.774658 Iteration 95Q: 3 clusters Score -250174.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -250181.953125 Penalty: 2565.774658 Iteration 96Q: 3 clusters Score -250182 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -250188.687500 Penalty: 2565.774658 Iteration 97Q: 3 clusters Score -250188.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -250195.234375 Penalty: 2565.774658 Iteration 98Q: 3 clusters Score -250195.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -250200.046875 Penalty: 2565.774658 Iteration 99Q: 3 clusters Score -250200 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -250202.968750 Penalty: 2565.774658 Iteration 100F: 3 clusters Score -250203 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -250206.906250 Penalty: 2565.774658 Iteration 101Q: 3 clusters Score -250206.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -250208.500000 Penalty: 2565.774658 Iteration 102Q: 3 clusters Score -250208.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -250209.921875 Penalty: 2565.774658 Iteration 103Q: 3 clusters Score -250209.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -250211.484375 Penalty: 2565.774658 Iteration 104Q: 3 clusters Score -250211.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -250212.796875 Penalty: 2565.774658 Iteration 105Q: 3 clusters Score -250212.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -250215.125000 Penalty: 2565.774658 Iteration 106Q: 3 clusters Score -250215.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -250216.546875 Penalty: 2565.774658 Iteration 107Q: 3 clusters Score -250216.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -250217.750000 Penalty: 2565.774658 Iteration 108Q: 3 clusters Score -250217.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -250218.906250 Penalty: 2565.774658 Iteration 109Q: 3 clusters Score -250218.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -250221.656250 Penalty: 2565.774658 Iteration 110Q: 3 clusters Score -250221.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -250223.453125 Penalty: 2565.774658 Iteration 111Q: 3 clusters Score -250223.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -250225.312500 Penalty: 2565.774658 Iteration 112Q: 3 clusters Score -250225.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -250226.968750 Penalty: 2565.774658 Iteration 113Q: 3 clusters Score -250227 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -250227.546875 Penalty: 2565.774658 Iteration 114Q: 3 clusters Score -250227.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -250228.078125 Penalty: 2565.774658 Iteration 115Q: 3 clusters Score -250228.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -250228.078125 Penalty: 2565.774658 Iteration 116F: 3 clusters Score -250228.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Entering Unmasked Estep Score: -226330.093750 Penalty: 1258.984497 Iteration 0F: 2 clusters Score -226330.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -224034.312500 Penalty: 2517.968994 Iteration 0F: 3 clusters Score -224034.3 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -224641.187500 Penalty: 2517.968994 Iteration 1F: 3 clusters Score -224641.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -224891.328125 Penalty: 2517.968994 Iteration 2F: 3 clusters Score -224891.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -225094.765625 Penalty: 2517.968994 Iteration 3F: 3 clusters Score -225094.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -225299.562500 Penalty: 2517.968994 Iteration 4F: 3 clusters Score -225299.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -225440.984375 Penalty: 2517.968994 Iteration 5F: 3 clusters Score -225441 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -225541.609375 Penalty: 2517.968994 Iteration 6Q: 3 clusters Score -225541.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -225643.968750 Penalty: 2517.968994 Iteration 7Q: 3 clusters Score -225644 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -225743.734375 Penalty: 2517.968994 Iteration 8Q: 3 clusters Score -225743.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -225829.078125 Penalty: 2517.968994 Iteration 9Q: 3 clusters Score -225829.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -225912.781250 Penalty: 2517.968994 Iteration 10Q: 3 clusters Score -225912.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -225979.093750 Penalty: 2517.968994 Iteration 11Q: 3 clusters Score -225979.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -226029.531250 Penalty: 2517.968994 Iteration 12Q: 3 clusters Score -226029.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -226102.093750 Penalty: 2517.968994 Iteration 13Q: 3 clusters Score -226102.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -226210.437500 Penalty: 2517.968994 Iteration 14Q: 3 clusters Score -226210.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -226315.578125 Penalty: 2517.968994 Iteration 15Q: 3 clusters Score -226315.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -226397.765625 Penalty: 2517.968994 Iteration 16Q: 3 clusters Score -226397.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -226448.734375 Penalty: 2517.968994 Iteration 17Q: 3 clusters Score -226448.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -226473.062500 Penalty: 2517.968994 Iteration 18Q: 3 clusters Score -226473.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -226485.125000 Penalty: 2517.968994 Iteration 19Q: 3 clusters Score -226485.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -226489.171875 Penalty: 2517.968994 Iteration 20F: 3 clusters Score -226489.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -226491.390625 Penalty: 2517.968994 Iteration 21Q: 3 clusters Score -226491.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -226492.578125 Penalty: 2517.968994 Iteration 22Q: 3 clusters Score -226492.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -226493.281250 Penalty: 2517.968994 Iteration 23Q: 3 clusters Score -226493.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -226493.281250 Penalty: 2517.968994 Iteration 24F: 3 clusters Score -226493.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1687 members Mstep: Class 3 contains 507 members Mstep: Class 4 contains 5789 members Mstep: Class 5 contains 4543 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 1230 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1824 members Mstep: Class 15 contains 7350 members Mstep: Class 16 contains 1942 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1705 members Mstep: Class 22 contains 920 members Mstep: Class 23 contains 936 members Mstep: Class 24 contains 8410 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 837 members Mstep: Class 32 contains 1086 members Entering Unmasked Estep Score: -8175932.500000 Penalty: 59185.613281 Splitting cluster 12 changes total score from -8175087.000000 to -8175932.500000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 13 (907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Entering Unmasked Estep Score: -90963.507812 Penalty: 1106.648193 Iteration 0F: 2 clusters Score -90963.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -89549.132812 Penalty: 2213.296387 Iteration 0F: 3 clusters Score -89549.13 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -89781.171875 Penalty: 2213.296387 Iteration 1F: 3 clusters Score -89781.17 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -89849.468750 Penalty: 2213.296387 Iteration 2F: 3 clusters Score -89849.47 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -89880.515625 Penalty: 2213.296387 Iteration 3Q: 3 clusters Score -89880.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -89898.890625 Penalty: 2213.296387 Iteration 4Q: 3 clusters Score -89898.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -89908.078125 Penalty: 2213.296387 Iteration 5Q: 3 clusters Score -89908.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -89912.875000 Penalty: 2213.296387 Iteration 6Q: 3 clusters Score -89912.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -89914.781250 Penalty: 2213.296387 Iteration 7Q: 3 clusters Score -89914.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -89917.976562 Penalty: 2213.296387 Iteration 8Q: 3 clusters Score -89917.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -89918.187500 Penalty: 2213.296387 Iteration 9Q: 3 clusters Score -89918.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -89918.187500 Penalty: 2213.296387 Iteration 10F: 3 clusters Score -89918.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Entering Unmasked Estep Score: -174023.031250 Penalty: 1220.177856 Iteration 0F: 2 clusters Score -174023 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -172073.671875 Penalty: 2440.355713 Iteration 0F: 3 clusters Score -172073.7 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -172541.968750 Penalty: 2440.355713 Iteration 1F: 3 clusters Score -172542 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -172665.312500 Penalty: 2440.355713 Iteration 2F: 3 clusters Score -172665.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -172776.984375 Penalty: 2440.355713 Iteration 3F: 3 clusters Score -172777 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -172886.593750 Penalty: 2440.355713 Iteration 4F: 3 clusters Score -172886.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -172997.843750 Penalty: 2440.355713 Iteration 5Q: 3 clusters Score -172997.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -173116.421875 Penalty: 2440.355713 Iteration 6Q: 3 clusters Score -173116.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -173245.718750 Penalty: 2440.355713 Iteration 7Q: 3 clusters Score -173245.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -173366.843750 Penalty: 2440.355713 Iteration 8Q: 3 clusters Score -173366.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -173436.484375 Penalty: 2440.355713 Iteration 9Q: 3 clusters Score -173436.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -173479.796875 Penalty: 2440.355713 Iteration 10Q: 3 clusters Score -173479.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -173503.359375 Penalty: 2440.355713 Iteration 11Q: 3 clusters Score -173503.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -173517.875000 Penalty: 2440.355713 Iteration 12Q: 3 clusters Score -173517.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -173524.750000 Penalty: 2440.355713 Iteration 13Q: 3 clusters Score -173524.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -173528.906250 Penalty: 2440.355713 Iteration 14Q: 3 clusters Score -173528.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -173532.593750 Penalty: 2440.355713 Iteration 15Q: 3 clusters Score -173532.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -173535.265625 Penalty: 2440.355713 Iteration 16Q: 3 clusters Score -173535.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -173537.265625 Penalty: 2440.355713 Iteration 17Q: 3 clusters Score -173537.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -173538.343750 Penalty: 2440.355713 Iteration 18Q: 3 clusters Score -173538.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -173539.390625 Penalty: 2440.355713 Iteration 19Q: 3 clusters Score -173539.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -173540.078125 Penalty: 2440.355713 Iteration 20F: 3 clusters Score -173540.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -173540.468750 Penalty: 2440.355713 Iteration 21Q: 3 clusters Score -173540.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -173540.468750 Penalty: 2440.355713 Iteration 22F: 3 clusters Score -173540.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Entering Unmasked Estep Score: -714579.312500 Penalty: 1446.649048 Iteration 0F: 2 clusters Score -714579.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -709089.625000 Penalty: 2893.298096 Iteration 0F: 3 clusters Score -709089.6 nChanged 3125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -710865.500000 Penalty: 2893.298096 Iteration 1F: 3 clusters Score -710865.5 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -711105.750000 Penalty: 2893.298096 Iteration 2F: 3 clusters Score -711105.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -711317.750000 Penalty: 2893.298096 Iteration 3F: 3 clusters Score -711317.8 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -711541.937500 Penalty: 2893.298096 Iteration 4F: 3 clusters Score -711541.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -711810.937500 Penalty: 2893.298096 Iteration 5F: 3 clusters Score -711810.9 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -712088.250000 Penalty: 2893.298096 Iteration 6F: 3 clusters Score -712088.2 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -712341.375000 Penalty: 2893.298096 Iteration 7F: 3 clusters Score -712341.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -712619.312500 Penalty: 2893.298096 Iteration 8Q: 3 clusters Score -712619.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -712899.562500 Penalty: 2893.298096 Iteration 9Q: 3 clusters Score -712899.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -713152.375000 Penalty: 2893.298096 Iteration 10Q: 3 clusters Score -713152.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -713362.937500 Penalty: 2893.298096 Iteration 11Q: 3 clusters Score -713362.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -713492.875000 Penalty: 2893.298096 Iteration 12Q: 3 clusters Score -713492.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -713569.000000 Penalty: 2893.298096 Iteration 13Q: 3 clusters Score -713569 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -713611.062500 Penalty: 2893.298096 Iteration 14Q: 3 clusters Score -713611.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -713635.375000 Penalty: 2893.298096 Iteration 15Q: 3 clusters Score -713635.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -713644.125000 Penalty: 2893.298096 Iteration 16Q: 3 clusters Score -713644.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -713652.375000 Penalty: 2893.298096 Iteration 17Q: 3 clusters Score -713652.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -713658.437500 Penalty: 2893.298096 Iteration 18Q: 3 clusters Score -713658.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -713663.812500 Penalty: 2893.298096 Iteration 19Q: 3 clusters Score -713663.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -713668.000000 Penalty: 2893.298096 Iteration 20F: 3 clusters Score -713668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -713669.437500 Penalty: 2893.298096 Iteration 21Q: 3 clusters Score -713669.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -713670.812500 Penalty: 2893.298096 Iteration 22Q: 3 clusters Score -713670.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -713671.437500 Penalty: 2893.298096 Iteration 23Q: 3 clusters Score -713671.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -713671.750000 Penalty: 2893.298096 Iteration 24Q: 3 clusters Score -713671.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -713672.062500 Penalty: 2893.298096 Iteration 25Q: 3 clusters Score -713672.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -713672.812500 Penalty: 2893.298096 Iteration 26Q: 3 clusters Score -713672.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -713672.812500 Penalty: 2893.298096 Iteration 27F: 3 clusters Score -713672.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Entering Unmasked Estep Score: -186469.984375 Penalty: 1230.364502 Iteration 0F: 2 clusters Score -186470 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -184395.390625 Penalty: 2460.729004 Iteration 0F: 3 clusters Score -184395.4 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -184857.718750 Penalty: 2460.729004 Iteration 1F: 3 clusters Score -184857.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -185007.562500 Penalty: 2460.729004 Iteration 2F: 3 clusters Score -185007.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -185146.453125 Penalty: 2460.729004 Iteration 3F: 3 clusters Score -185146.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -185279.140625 Penalty: 2460.729004 Iteration 4F: 3 clusters Score -185279.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -185432.687500 Penalty: 2460.729004 Iteration 5F: 3 clusters Score -185432.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -185581.546875 Penalty: 2460.729004 Iteration 6Q: 3 clusters Score -185581.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -185735.031250 Penalty: 2460.729004 Iteration 7Q: 3 clusters Score -185735 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -185978.078125 Penalty: 2460.729004 Iteration 8F: 3 clusters Score -185978.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -186249.218750 Penalty: 2460.729004 Iteration 9F: 3 clusters Score -186249.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -186354.796875 Penalty: 2460.729004 Iteration 10Q: 3 clusters Score -186354.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -186391.812500 Penalty: 2460.729004 Iteration 11Q: 3 clusters Score -186391.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -186417.937500 Penalty: 2460.729004 Iteration 12Q: 3 clusters Score -186417.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -186448.687500 Penalty: 2460.729004 Iteration 13Q: 3 clusters Score -186448.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -186470.703125 Penalty: 2460.729004 Iteration 14Q: 3 clusters Score -186470.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -186483.531250 Penalty: 2460.729004 Iteration 15Q: 3 clusters Score -186483.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -186487.984375 Penalty: 2460.729004 Iteration 16Q: 3 clusters Score -186488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -186488.359375 Penalty: 2460.729004 Iteration 17Q: 3 clusters Score -186488.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -186488.359375 Penalty: 2460.729004 Iteration 18F: 3 clusters Score -186488.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1687 members Mstep: Class 3 contains 507 members Mstep: Class 4 contains 5789 members Mstep: Class 5 contains 4543 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 1230 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1824 members Mstep: Class 15 contains 7350 members Mstep: Class 16 contains 850 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1705 members Mstep: Class 22 contains 920 members Mstep: Class 23 contains 936 members Mstep: Class 24 contains 8410 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 837 members Mstep: Class 32 contains 1086 members Mstep: Class 33 contains 1092 members Entering Unmasked Estep Score: -8175323.500000 Penalty: 61035.160156 Splitting cluster 16 changes total score from -8175087.000000 to -8175323.500000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 17 (846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Entering Unmasked Estep Score: -76165.945312 Penalty: 1095.334473 Iteration 0F: 2 clusters Score -76165.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -74854.820312 Penalty: 2190.668945 Iteration 0F: 3 clusters Score -74854.82 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -75103.148438 Penalty: 2190.668945 Iteration 1F: 3 clusters Score -75103.15 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -75218.671875 Penalty: 2190.668945 Iteration 2F: 3 clusters Score -75218.67 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -75306.062500 Penalty: 2190.668945 Iteration 3F: 3 clusters Score -75306.06 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -75391.640625 Penalty: 2190.668945 Iteration 4F: 3 clusters Score -75391.64 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -75452.320312 Penalty: 2190.668945 Iteration 5Q: 3 clusters Score -75452.32 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -75493.648438 Penalty: 2190.668945 Iteration 6Q: 3 clusters Score -75493.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -75512.984375 Penalty: 2190.668945 Iteration 7Q: 3 clusters Score -75512.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -75528.585938 Penalty: 2190.668945 Iteration 8Q: 3 clusters Score -75528.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -75536.851562 Penalty: 2190.668945 Iteration 9Q: 3 clusters Score -75536.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -75538.476562 Penalty: 2190.668945 Iteration 10Q: 3 clusters Score -75538.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -75539.468750 Penalty: 2190.668945 Iteration 11Q: 3 clusters Score -75539.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -75539.468750 Penalty: 2190.668945 Iteration 12F: 3 clusters Score -75539.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Entering Unmasked Estep Score: -100723.882812 Penalty: 1148.439453 Iteration 0F: 2 clusters Score -100723.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -99190.937500 Penalty: 2296.878906 Iteration 0F: 3 clusters Score -99190.94 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -99508.078125 Penalty: 2296.878906 Iteration 1F: 3 clusters Score -99508.08 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -99606.812500 Penalty: 2296.878906 Iteration 2F: 3 clusters Score -99606.81 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -99671.398438 Penalty: 2296.878906 Iteration 3Q: 3 clusters Score -99671.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -99746.257812 Penalty: 2296.878906 Iteration 4Q: 3 clusters Score -99746.26 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -99785.726562 Penalty: 2296.878906 Iteration 5Q: 3 clusters Score -99785.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -99831.070312 Penalty: 2296.878906 Iteration 6Q: 3 clusters Score -99831.07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -99880.296875 Penalty: 2296.878906 Iteration 7Q: 3 clusters Score -99880.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -99909.429688 Penalty: 2296.878906 Iteration 8Q: 3 clusters Score -99909.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -99931.789062 Penalty: 2296.878906 Iteration 9Q: 3 clusters Score -99931.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -99937.281250 Penalty: 2296.878906 Iteration 10Q: 3 clusters Score -99937.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -99943.914062 Penalty: 2296.878906 Iteration 11Q: 3 clusters Score -99943.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -99948.781250 Penalty: 2296.878906 Iteration 12Q: 3 clusters Score -99948.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -99949.320312 Penalty: 2296.878906 Iteration 13Q: 3 clusters Score -99949.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -99949.554688 Penalty: 2296.878906 Iteration 14Q: 3 clusters Score -99949.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -99950.351562 Penalty: 2296.878906 Iteration 15Q: 3 clusters Score -99950.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -99950.351562 Penalty: 2296.878906 Iteration 16F: 3 clusters Score -99950.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Entering Unmasked Estep Score: -611926.250000 Penalty: 1422.551147 Iteration 0F: 2 clusters Score -611926.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -607153.062500 Penalty: 2845.102295 Iteration 0F: 3 clusters Score -607153.1 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -608764.500000 Penalty: 2845.102295 Iteration 1F: 3 clusters Score -608764.5 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -609165.875000 Penalty: 2845.102295 Iteration 2F: 3 clusters Score -609165.9 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -609506.812500 Penalty: 2845.102295 Iteration 3F: 3 clusters Score -609506.8 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -609812.875000 Penalty: 2845.102295 Iteration 4F: 3 clusters Score -609812.9 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -610074.125000 Penalty: 2845.102295 Iteration 5F: 3 clusters Score -610074.1 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -610291.562500 Penalty: 2845.102295 Iteration 6Q: 3 clusters Score -610291.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -610489.562500 Penalty: 2845.102295 Iteration 7Q: 3 clusters Score -610489.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -610647.250000 Penalty: 2845.102295 Iteration 8Q: 3 clusters Score -610647.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -610780.687500 Penalty: 2845.102295 Iteration 9Q: 3 clusters Score -610780.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -610905.625000 Penalty: 2845.102295 Iteration 10Q: 3 clusters Score -610905.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -611001.125000 Penalty: 2845.102295 Iteration 11Q: 3 clusters Score -611001.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -611073.562500 Penalty: 2845.102295 Iteration 12Q: 3 clusters Score -611073.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -611139.937500 Penalty: 2845.102295 Iteration 13Q: 3 clusters Score -611139.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -611195.750000 Penalty: 2845.102295 Iteration 14Q: 3 clusters Score -611195.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -611254.312500 Penalty: 2845.102295 Iteration 15Q: 3 clusters Score -611254.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -611329.125000 Penalty: 2845.102295 Iteration 16Q: 3 clusters Score -611329.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -611427.875000 Penalty: 2845.102295 Iteration 17Q: 3 clusters Score -611427.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -611531.625000 Penalty: 2845.102295 Iteration 18Q: 3 clusters Score -611531.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -611634.562500 Penalty: 2845.102295 Iteration 19Q: 3 clusters Score -611634.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -611704.437500 Penalty: 2845.102295 Iteration 20F: 3 clusters Score -611704.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -611757.125000 Penalty: 2845.102295 Iteration 21Q: 3 clusters Score -611757.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -611792.437500 Penalty: 2845.102295 Iteration 22Q: 3 clusters Score -611792.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -611808.375000 Penalty: 2845.102295 Iteration 23Q: 3 clusters Score -611808.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -611816.437500 Penalty: 2845.102295 Iteration 24Q: 3 clusters Score -611816.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -611822.687500 Penalty: 2845.102295 Iteration 25Q: 3 clusters Score -611822.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -611827.812500 Penalty: 2845.102295 Iteration 26Q: 3 clusters Score -611827.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -611830.312500 Penalty: 2845.102295 Iteration 27Q: 3 clusters Score -611830.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -611833.000000 Penalty: 2845.102295 Iteration 28Q: 3 clusters Score -611833 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -611833.812500 Penalty: 2845.102295 Iteration 29Q: 3 clusters Score -611833.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -611833.437500 Penalty: 2845.102295 Iteration 30Q: 3 clusters Score -611833.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -611832.500000 Penalty: 2845.102295 Iteration 31Q: 3 clusters Score -611832.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -611834.937500 Penalty: 2845.102295 Iteration 32Q: 3 clusters Score -611834.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -611834.375000 Penalty: 2845.102295 Iteration 33Q: 3 clusters Score -611834.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -611834.687500 Penalty: 2845.102295 Iteration 34Q: 3 clusters Score -611834.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -611834.000000 Penalty: 2845.102295 Iteration 35Q: 3 clusters Score -611834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -611834.000000 Penalty: 2845.102295 Iteration 36F: 3 clusters Score -611834 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Entering Unmasked Estep Score: -215978.062500 Penalty: 1249.894165 Iteration 0F: 2 clusters Score -215978.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -213771.109375 Penalty: 2499.788330 Iteration 0F: 3 clusters Score -213771.1 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -214274.640625 Penalty: 2499.788330 Iteration 1F: 3 clusters Score -214274.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -214376.953125 Penalty: 2499.788330 Iteration 2F: 3 clusters Score -214377 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -214445.296875 Penalty: 2499.788330 Iteration 3Q: 3 clusters Score -214445.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -214493.859375 Penalty: 2499.788330 Iteration 4Q: 3 clusters Score -214493.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -214538.187500 Penalty: 2499.788330 Iteration 5Q: 3 clusters Score -214538.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -214572.687500 Penalty: 2499.788330 Iteration 6Q: 3 clusters Score -214572.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -214595.812500 Penalty: 2499.788330 Iteration 7Q: 3 clusters Score -214595.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -214630.781250 Penalty: 2499.788330 Iteration 8Q: 3 clusters Score -214630.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -214658.281250 Penalty: 2499.788330 Iteration 9Q: 3 clusters Score -214658.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -214670.812500 Penalty: 2499.788330 Iteration 10Q: 3 clusters Score -214670.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -214687.281250 Penalty: 2499.788330 Iteration 11Q: 3 clusters Score -214687.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -214703.968750 Penalty: 2499.788330 Iteration 12Q: 3 clusters Score -214704 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -214722.562500 Penalty: 2499.788330 Iteration 13Q: 3 clusters Score -214722.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -214744.140625 Penalty: 2499.788330 Iteration 14Q: 3 clusters Score -214744.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -214770.406250 Penalty: 2499.788330 Iteration 15Q: 3 clusters Score -214770.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -214795.640625 Penalty: 2499.788330 Iteration 16Q: 3 clusters Score -214795.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -214818.140625 Penalty: 2499.788330 Iteration 17Q: 3 clusters Score -214818.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -214835.453125 Penalty: 2499.788330 Iteration 18Q: 3 clusters Score -214835.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -214859.078125 Penalty: 2499.788330 Iteration 19Q: 3 clusters Score -214859.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -214877.578125 Penalty: 2499.788330 Iteration 20F: 3 clusters Score -214877.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -214901.109375 Penalty: 2499.788330 Iteration 21Q: 3 clusters Score -214901.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -214925.234375 Penalty: 2499.788330 Iteration 22Q: 3 clusters Score -214925.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -214942.015625 Penalty: 2499.788330 Iteration 23Q: 3 clusters Score -214942 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -214955.671875 Penalty: 2499.788330 Iteration 24Q: 3 clusters Score -214955.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -214969.125000 Penalty: 2499.788330 Iteration 25Q: 3 clusters Score -214969.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -214977.515625 Penalty: 2499.788330 Iteration 26Q: 3 clusters Score -214977.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -214984.640625 Penalty: 2499.788330 Iteration 27Q: 3 clusters Score -214984.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -214993.531250 Penalty: 2499.788330 Iteration 28Q: 3 clusters Score -214993.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -214999.468750 Penalty: 2499.788330 Iteration 29Q: 3 clusters Score -214999.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -215009.453125 Penalty: 2499.788330 Iteration 30Q: 3 clusters Score -215009.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -215015.000000 Penalty: 2499.788330 Iteration 31Q: 3 clusters Score -215015 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -215019.531250 Penalty: 2499.788330 Iteration 32Q: 3 clusters Score -215019.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -215022.796875 Penalty: 2499.788330 Iteration 33Q: 3 clusters Score -215022.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -215027.031250 Penalty: 2499.788330 Iteration 34Q: 3 clusters Score -215027 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -215032.718750 Penalty: 2499.788330 Iteration 35Q: 3 clusters Score -215032.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -215037.093750 Penalty: 2499.788330 Iteration 36Q: 3 clusters Score -215037.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -215040.375000 Penalty: 2499.788330 Iteration 37Q: 3 clusters Score -215040.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -215043.031250 Penalty: 2499.788330 Iteration 38Q: 3 clusters Score -215043 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -215045.765625 Penalty: 2499.788330 Iteration 39Q: 3 clusters Score -215045.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -215049.437500 Penalty: 2499.788330 Iteration 40F: 3 clusters Score -215049.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -215054.046875 Penalty: 2499.788330 Iteration 41Q: 3 clusters Score -215054 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -215060.578125 Penalty: 2499.788330 Iteration 42Q: 3 clusters Score -215060.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -215064.968750 Penalty: 2499.788330 Iteration 43Q: 3 clusters Score -215065 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -215068.562500 Penalty: 2499.788330 Iteration 44Q: 3 clusters Score -215068.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -215071.546875 Penalty: 2499.788330 Iteration 45Q: 3 clusters Score -215071.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -215078.890625 Penalty: 2499.788330 Iteration 46Q: 3 clusters Score -215078.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -215081.890625 Penalty: 2499.788330 Iteration 47Q: 3 clusters Score -215081.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -215086.125000 Penalty: 2499.788330 Iteration 48Q: 3 clusters Score -215086.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -215091.218750 Penalty: 2499.788330 Iteration 49Q: 3 clusters Score -215091.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -215095.984375 Penalty: 2499.788330 Iteration 50Q: 3 clusters Score -215096 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -215100.562500 Penalty: 2499.788330 Iteration 51Q: 3 clusters Score -215100.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -215104.093750 Penalty: 2499.788330 Iteration 52Q: 3 clusters Score -215104.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -215104.531250 Penalty: 2499.788330 Iteration 53Q: 3 clusters Score -215104.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -215106.078125 Penalty: 2499.788330 Iteration 54Q: 3 clusters Score -215106.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -215106.906250 Penalty: 2499.788330 Iteration 55Q: 3 clusters Score -215106.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -215108.109375 Penalty: 2499.788330 Iteration 56Q: 3 clusters Score -215108.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -215109.671875 Penalty: 2499.788330 Iteration 57Q: 3 clusters Score -215109.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -215111.953125 Penalty: 2499.788330 Iteration 58Q: 3 clusters Score -215112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -215114.015625 Penalty: 2499.788330 Iteration 59Q: 3 clusters Score -215114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -215115.343750 Penalty: 2499.788330 Iteration 60F: 3 clusters Score -215115.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -215116.187500 Penalty: 2499.788330 Iteration 61Q: 3 clusters Score -215116.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -215117.703125 Penalty: 2499.788330 Iteration 62Q: 3 clusters Score -215117.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -215121.437500 Penalty: 2499.788330 Iteration 63Q: 3 clusters Score -215121.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -215124.031250 Penalty: 2499.788330 Iteration 64Q: 3 clusters Score -215124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -215127.203125 Penalty: 2499.788330 Iteration 65Q: 3 clusters Score -215127.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -215128.437500 Penalty: 2499.788330 Iteration 66Q: 3 clusters Score -215128.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -215132.203125 Penalty: 2499.788330 Iteration 67Q: 3 clusters Score -215132.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -215134.296875 Penalty: 2499.788330 Iteration 68Q: 3 clusters Score -215134.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -215135.843750 Penalty: 2499.788330 Iteration 69Q: 3 clusters Score -215135.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -215136.734375 Penalty: 2499.788330 Iteration 70Q: 3 clusters Score -215136.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -215136.734375 Penalty: 2499.788330 Iteration 71F: 3 clusters Score -215136.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Entering Unmasked Estep Score: -165629.687500 Penalty: 1209.214600 Iteration 0F: 2 clusters Score -165629.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -163764.062500 Penalty: 2418.429199 Iteration 0F: 3 clusters Score -163764.1 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -164308.343750 Penalty: 2418.429199 Iteration 1F: 3 clusters Score -164308.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -164488.609375 Penalty: 2418.429199 Iteration 2F: 3 clusters Score -164488.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -164635.796875 Penalty: 2418.429199 Iteration 3F: 3 clusters Score -164635.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -164753.703125 Penalty: 2418.429199 Iteration 4F: 3 clusters Score -164753.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -164867.468750 Penalty: 2418.429199 Iteration 5F: 3 clusters Score -164867.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -164938.609375 Penalty: 2418.429199 Iteration 6Q: 3 clusters Score -164938.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -165005.484375 Penalty: 2418.429199 Iteration 7Q: 3 clusters Score -165005.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -165046.515625 Penalty: 2418.429199 Iteration 8Q: 3 clusters Score -165046.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -165075.843750 Penalty: 2418.429199 Iteration 9Q: 3 clusters Score -165075.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -165130.937500 Penalty: 2418.429199 Iteration 10Q: 3 clusters Score -165130.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -165189.843750 Penalty: 2418.429199 Iteration 11Q: 3 clusters Score -165189.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -165220.750000 Penalty: 2418.429199 Iteration 12Q: 3 clusters Score -165220.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -165247.156250 Penalty: 2418.429199 Iteration 13Q: 3 clusters Score -165247.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -165261.875000 Penalty: 2418.429199 Iteration 14Q: 3 clusters Score -165261.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -165277.312500 Penalty: 2418.429199 Iteration 15Q: 3 clusters Score -165277.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -165300.000000 Penalty: 2418.429199 Iteration 16Q: 3 clusters Score -165300 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -165316.671875 Penalty: 2418.429199 Iteration 17Q: 3 clusters Score -165316.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -165334.703125 Penalty: 2418.429199 Iteration 18Q: 3 clusters Score -165334.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -165356.640625 Penalty: 2418.429199 Iteration 19Q: 3 clusters Score -165356.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -165372.015625 Penalty: 2418.429199 Iteration 20F: 3 clusters Score -165372 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -165397.468750 Penalty: 2418.429199 Iteration 21Q: 3 clusters Score -165397.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -165410.734375 Penalty: 2418.429199 Iteration 22Q: 3 clusters Score -165410.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -165421.359375 Penalty: 2418.429199 Iteration 23Q: 3 clusters Score -165421.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -165427.515625 Penalty: 2418.429199 Iteration 24Q: 3 clusters Score -165427.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -165432.515625 Penalty: 2418.429199 Iteration 25Q: 3 clusters Score -165432.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -165436.875000 Penalty: 2418.429199 Iteration 26Q: 3 clusters Score -165436.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -165442.500000 Penalty: 2418.429199 Iteration 27Q: 3 clusters Score -165442.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -165445.296875 Penalty: 2418.429199 Iteration 28Q: 3 clusters Score -165445.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -165446.781250 Penalty: 2418.429199 Iteration 29Q: 3 clusters Score -165446.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -165447.796875 Penalty: 2418.429199 Iteration 30Q: 3 clusters Score -165447.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -165448.359375 Penalty: 2418.429199 Iteration 31Q: 3 clusters Score -165448.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -165448.765625 Penalty: 2418.429199 Iteration 32Q: 3 clusters Score -165448.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -165449.640625 Penalty: 2418.429199 Iteration 33Q: 3 clusters Score -165449.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -165449.984375 Penalty: 2418.429199 Iteration 34Q: 3 clusters Score -165450 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -165449.984375 Penalty: 2418.429199 Iteration 35F: 3 clusters Score -165450 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Entering Unmasked Estep Score: -91241.625000 Penalty: 1108.960693 Iteration 0F: 2 clusters Score -91241.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -89852.882812 Penalty: 2217.921387 Iteration 0F: 3 clusters Score -89852.88 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -90084.609375 Penalty: 2217.921387 Iteration 1F: 3 clusters Score -90084.61 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -90162.375000 Penalty: 2217.921387 Iteration 2F: 3 clusters Score -90162.38 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -90206.257812 Penalty: 2217.921387 Iteration 3Q: 3 clusters Score -90206.26 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -90241.890625 Penalty: 2217.921387 Iteration 4Q: 3 clusters Score -90241.89 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -90274.460938 Penalty: 2217.921387 Iteration 5Q: 3 clusters Score -90274.46 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -90303.179688 Penalty: 2217.921387 Iteration 6Q: 3 clusters Score -90303.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -90339.578125 Penalty: 2217.921387 Iteration 7Q: 3 clusters Score -90339.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -90374.000000 Penalty: 2217.921387 Iteration 8Q: 3 clusters Score -90374 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -90410.039062 Penalty: 2217.921387 Iteration 9Q: 3 clusters Score -90410.04 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -90453.218750 Penalty: 2217.921387 Iteration 10Q: 3 clusters Score -90453.22 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -90533.460938 Penalty: 2217.921387 Iteration 11Q: 3 clusters Score -90533.46 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -90616.304688 Penalty: 2217.921387 Iteration 12Q: 3 clusters Score -90616.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -90728.437500 Penalty: 2217.921387 Iteration 13F: 3 clusters Score -90728.44 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -90835.398438 Penalty: 2217.921387 Iteration 14F: 3 clusters Score -90835.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -90931.617188 Penalty: 2217.921387 Iteration 15Q: 3 clusters Score -90931.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -90997.437500 Penalty: 2217.921387 Iteration 16Q: 3 clusters Score -90997.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -91048.515625 Penalty: 2217.921387 Iteration 17Q: 3 clusters Score -91048.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -91077.734375 Penalty: 2217.921387 Iteration 18Q: 3 clusters Score -91077.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -91100.835938 Penalty: 2217.921387 Iteration 19Q: 3 clusters Score -91100.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -91104.140625 Penalty: 2217.921387 Iteration 20F: 3 clusters Score -91104.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -91104.968750 Penalty: 2217.921387 Iteration 21Q: 3 clusters Score -91104.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -91104.968750 Penalty: 2217.921387 Iteration 22F: 3 clusters Score -91104.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Entering Unmasked Estep Score: -72265.460938 Penalty: 1111.762573 Iteration 0F: 2 clusters Score -72265.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -70963.625000 Penalty: 2223.525146 Iteration 0F: 3 clusters Score -70963.62 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -71689.734375 Penalty: 2223.525146 Iteration 1F: 3 clusters Score -71689.73 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -72170.015625 Penalty: 2223.525146 Iteration 2F: 3 clusters Score -72170.02 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -72567.742188 Penalty: 2223.525146 Iteration 3F: 3 clusters Score -72567.74 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -72859.789062 Penalty: 2223.525146 Iteration 4F: 3 clusters Score -72859.79 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -72977.054688 Penalty: 2223.525146 Iteration 5Q: 3 clusters Score -72977.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -73010.820312 Penalty: 2223.525146 Iteration 6Q: 3 clusters Score -73010.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -73087.734375 Penalty: 2223.525146 Iteration 7Q: 3 clusters Score -73087.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -73232.835938 Penalty: 2223.525146 Iteration 8Q: 3 clusters Score -73232.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -73308.117188 Penalty: 2223.525146 Iteration 9Q: 3 clusters Score -73308.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -73340.929688 Penalty: 2223.525146 Iteration 10Q: 3 clusters Score -73340.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -73356.546875 Penalty: 2223.525146 Iteration 11Q: 3 clusters Score -73356.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -73360.718750 Penalty: 2223.525146 Iteration 12Q: 3 clusters Score -73360.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -73361.062500 Penalty: 2223.525146 Iteration 13Q: 3 clusters Score -73361.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -73361.062500 Penalty: 2223.525146 Iteration 14F: 3 clusters Score -73361.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1687 members Mstep: Class 3 contains 507 members Mstep: Class 4 contains 5789 members Mstep: Class 5 contains 4543 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 1230 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1824 members Mstep: Class 15 contains 7350 members Mstep: Class 16 contains 850 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1705 members Mstep: Class 22 contains 920 members Mstep: Class 23 contains 632 members Mstep: Class 24 contains 8410 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 837 members Mstep: Class 32 contains 1086 members Mstep: Class 33 contains 1092 members Mstep: Class 34 contains 304 members Entering Unmasked Estep Score: -8175675.500000 Penalty: 62884.710938 Splitting cluster 23 changes total score from -8175087.000000 to -8175675.500000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 24 (8410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Entering Unmasked Estep Score: -832944.875000 Penalty: 1468.541260 Iteration 0F: 2 clusters Score -832944.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -826850.250000 Penalty: 2937.082520 Iteration 0F: 3 clusters Score -826850.2 nChanged 3554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -828772.937500 Penalty: 2937.082520 Iteration 1F: 3 clusters Score -828772.9 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -829069.312500 Penalty: 2937.082520 Iteration 2F: 3 clusters Score -829069.3 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -829353.937500 Penalty: 2937.082520 Iteration 3F: 3 clusters Score -829353.9 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -829680.562500 Penalty: 2937.082520 Iteration 4F: 3 clusters Score -829680.6 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -830082.687500 Penalty: 2937.082520 Iteration 5F: 3 clusters Score -830082.7 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -830546.937500 Penalty: 2937.082520 Iteration 6F: 3 clusters Score -830546.9 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -831009.312500 Penalty: 2937.082520 Iteration 7F: 3 clusters Score -831009.3 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -831411.875000 Penalty: 2937.082520 Iteration 8F: 3 clusters Score -831411.9 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -831681.187500 Penalty: 2937.082520 Iteration 9Q: 3 clusters Score -831681.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -831877.062500 Penalty: 2937.082520 Iteration 10Q: 3 clusters Score -831877.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -832003.250000 Penalty: 2937.082520 Iteration 11Q: 3 clusters Score -832003.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -832071.875000 Penalty: 2937.082520 Iteration 12Q: 3 clusters Score -832071.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -832115.000000 Penalty: 2937.082520 Iteration 13Q: 3 clusters Score -832115 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -832143.125000 Penalty: 2937.082520 Iteration 14Q: 3 clusters Score -832143.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -832161.812500 Penalty: 2937.082520 Iteration 15Q: 3 clusters Score -832161.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -832174.062500 Penalty: 2937.082520 Iteration 16Q: 3 clusters Score -832174.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -832181.687500 Penalty: 2937.082520 Iteration 17Q: 3 clusters Score -832181.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -832190.625000 Penalty: 2937.082520 Iteration 18Q: 3 clusters Score -832190.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -832198.187500 Penalty: 2937.082520 Iteration 19Q: 3 clusters Score -832198.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -832200.937500 Penalty: 2937.082520 Iteration 20F: 3 clusters Score -832200.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -832202.250000 Penalty: 2937.082520 Iteration 21Q: 3 clusters Score -832202.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -832205.062500 Penalty: 2937.082520 Iteration 22Q: 3 clusters Score -832205.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -832206.562500 Penalty: 2937.082520 Iteration 23Q: 3 clusters Score -832206.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -832209.125000 Penalty: 2937.082520 Iteration 24Q: 3 clusters Score -832209.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -832210.437500 Penalty: 2937.082520 Iteration 25Q: 3 clusters Score -832210.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -832211.812500 Penalty: 2937.082520 Iteration 26Q: 3 clusters Score -832211.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -832213.437500 Penalty: 2937.082520 Iteration 27Q: 3 clusters Score -832213.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -832213.437500 Penalty: 2937.082520 Iteration 28F: 3 clusters Score -832213.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Entering Unmasked Estep Score: -62033.210938 Penalty: 1054.742554 Iteration 0F: 2 clusters Score -62033.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -60827.875000 Penalty: 2109.485107 Iteration 0F: 3 clusters Score -60827.88 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -61025.976562 Penalty: 2109.485107 Iteration 1F: 3 clusters Score -61025.98 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -61082.527344 Penalty: 2109.485107 Iteration 2F: 3 clusters Score -61082.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61103.468750 Penalty: 2109.485107 Iteration 3Q: 3 clusters Score -61103.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61116.132812 Penalty: 2109.485107 Iteration 4Q: 3 clusters Score -61116.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -61121.136719 Penalty: 2109.485107 Iteration 5Q: 3 clusters Score -61121.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -61127.273438 Penalty: 2109.485107 Iteration 6Q: 3 clusters Score -61127.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -61132.890625 Penalty: 2109.485107 Iteration 7Q: 3 clusters Score -61132.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -61135.519531 Penalty: 2109.485107 Iteration 8Q: 3 clusters Score -61135.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -61137.347656 Penalty: 2109.485107 Iteration 9Q: 3 clusters Score -61137.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -61138.007812 Penalty: 2109.485107 Iteration 10Q: 3 clusters Score -61138.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -61138.007812 Penalty: 2109.485107 Iteration 11F: 3 clusters Score -61138.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -80445.945312 Penalty: 1094.757202 Iteration 0F: 2 clusters Score -80445.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -79111.039062 Penalty: 2189.514404 Iteration 0F: 3 clusters Score -79111.04 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -79360.968750 Penalty: 2189.514404 Iteration 1F: 3 clusters Score -79360.97 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -79408.804688 Penalty: 2189.514404 Iteration 2F: 3 clusters Score -79408.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -79438.414062 Penalty: 2189.514404 Iteration 3Q: 3 clusters Score -79438.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -79464.476562 Penalty: 2189.514404 Iteration 4Q: 3 clusters Score -79464.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -79492.992188 Penalty: 2189.514404 Iteration 5Q: 3 clusters Score -79492.99 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -79515.609375 Penalty: 2189.514404 Iteration 6Q: 3 clusters Score -79515.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -79529.851562 Penalty: 2189.514404 Iteration 7Q: 3 clusters Score -79529.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -79538.625000 Penalty: 2189.514404 Iteration 8Q: 3 clusters Score -79538.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -79546.421875 Penalty: 2189.514404 Iteration 9Q: 3 clusters Score -79546.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -79555.046875 Penalty: 2189.514404 Iteration 10Q: 3 clusters Score -79555.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -79556.710938 Penalty: 2189.514404 Iteration 11Q: 3 clusters Score -79556.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -79557.460938 Penalty: 2189.514404 Iteration 12Q: 3 clusters Score -79557.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -79558.281250 Penalty: 2189.514404 Iteration 13Q: 3 clusters Score -79558.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -79559.679688 Penalty: 2189.514404 Iteration 14Q: 3 clusters Score -79559.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -79562.257812 Penalty: 2189.514404 Iteration 15Q: 3 clusters Score -79562.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -79563.304688 Penalty: 2189.514404 Iteration 16Q: 3 clusters Score -79563.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -79565.906250 Penalty: 2189.514404 Iteration 17Q: 3 clusters Score -79565.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -79567.828125 Penalty: 2189.514404 Iteration 18Q: 3 clusters Score -79567.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -79571.914062 Penalty: 2189.514404 Iteration 19Q: 3 clusters Score -79571.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -79574.523438 Penalty: 2189.514404 Iteration 20F: 3 clusters Score -79574.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -79576.031250 Penalty: 2189.514404 Iteration 21Q: 3 clusters Score -79576.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -79576.031250 Penalty: 2189.514404 Iteration 22F: 3 clusters Score -79576.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Entering Unmasked Estep Score: -144828.437500 Penalty: 1188.506592 Iteration 0F: 2 clusters Score -144828.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -143071.484375 Penalty: 2377.013184 Iteration 0F: 3 clusters Score -143071.5 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -143457.859375 Penalty: 2377.013184 Iteration 1F: 3 clusters Score -143457.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -143663.015625 Penalty: 2377.013184 Iteration 2F: 3 clusters Score -143663 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -143785.296875 Penalty: 2377.013184 Iteration 3F: 3 clusters Score -143785.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -143908.171875 Penalty: 2377.013184 Iteration 4F: 3 clusters Score -143908.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -144028.578125 Penalty: 2377.013184 Iteration 5F: 3 clusters Score -144028.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -144156.046875 Penalty: 2377.013184 Iteration 6Q: 3 clusters Score -144156 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -144315.640625 Penalty: 2377.013184 Iteration 7Q: 3 clusters Score -144315.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -144405.031250 Penalty: 2377.013184 Iteration 8Q: 3 clusters Score -144405 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -144463.875000 Penalty: 2377.013184 Iteration 9Q: 3 clusters Score -144463.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -144490.531250 Penalty: 2377.013184 Iteration 10Q: 3 clusters Score -144490.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -144506.937500 Penalty: 2377.013184 Iteration 11Q: 3 clusters Score -144506.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -144514.734375 Penalty: 2377.013184 Iteration 12Q: 3 clusters Score -144514.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -144520.750000 Penalty: 2377.013184 Iteration 13Q: 3 clusters Score -144520.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -144524.156250 Penalty: 2377.013184 Iteration 14Q: 3 clusters Score -144524.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -144527.468750 Penalty: 2377.013184 Iteration 15Q: 3 clusters Score -144527.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -144528.656250 Penalty: 2377.013184 Iteration 16Q: 3 clusters Score -144528.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -144528.656250 Penalty: 2377.013184 Iteration 17F: 3 clusters Score -144528.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Entering Unmasked Estep Score: -123168.796875 Penalty: 1165.768188 Iteration 0F: 2 clusters Score -123168.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -121530.695312 Penalty: 2331.536377 Iteration 0F: 3 clusters Score -121530.7 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -121873.429688 Penalty: 2331.536377 Iteration 1F: 3 clusters Score -121873.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -121984.726562 Penalty: 2331.536377 Iteration 2F: 3 clusters Score -121984.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -122078.929688 Penalty: 2331.536377 Iteration 3F: 3 clusters Score -122078.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -122133.007812 Penalty: 2331.536377 Iteration 4Q: 3 clusters Score -122133 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -122187.109375 Penalty: 2331.536377 Iteration 5Q: 3 clusters Score -122187.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -122252.617188 Penalty: 2331.536377 Iteration 6Q: 3 clusters Score -122252.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -122303.781250 Penalty: 2331.536377 Iteration 7Q: 3 clusters Score -122303.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -122347.531250 Penalty: 2331.536377 Iteration 8Q: 3 clusters Score -122347.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -122378.031250 Penalty: 2331.536377 Iteration 9Q: 3 clusters Score -122378 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -122404.765625 Penalty: 2331.536377 Iteration 10Q: 3 clusters Score -122404.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -122434.851562 Penalty: 2331.536377 Iteration 11Q: 3 clusters Score -122434.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -122457.523438 Penalty: 2331.536377 Iteration 12Q: 3 clusters Score -122457.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -122483.578125 Penalty: 2331.536377 Iteration 13Q: 3 clusters Score -122483.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -122497.992188 Penalty: 2331.536377 Iteration 14Q: 3 clusters Score -122498 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -122505.320312 Penalty: 2331.536377 Iteration 15Q: 3 clusters Score -122505.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -122510.695312 Penalty: 2331.536377 Iteration 16Q: 3 clusters Score -122510.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -122522.234375 Penalty: 2331.536377 Iteration 17Q: 3 clusters Score -122522.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -122545.210938 Penalty: 2331.536377 Iteration 18Q: 3 clusters Score -122545.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -122564.203125 Penalty: 2331.536377 Iteration 19Q: 3 clusters Score -122564.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -122578.695312 Penalty: 2331.536377 Iteration 20F: 3 clusters Score -122578.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -122587.312500 Penalty: 2331.536377 Iteration 21Q: 3 clusters Score -122587.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -122593.625000 Penalty: 2331.536377 Iteration 22Q: 3 clusters Score -122593.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -122598.914062 Penalty: 2331.536377 Iteration 23Q: 3 clusters Score -122598.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -122607.085938 Penalty: 2331.536377 Iteration 24Q: 3 clusters Score -122607.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -122613.765625 Penalty: 2331.536377 Iteration 25Q: 3 clusters Score -122613.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -122616.601562 Penalty: 2331.536377 Iteration 26Q: 3 clusters Score -122616.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -122622.171875 Penalty: 2331.536377 Iteration 27Q: 3 clusters Score -122622.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -122622.710938 Penalty: 2331.536377 Iteration 28Q: 3 clusters Score -122622.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -122622.710938 Penalty: 2331.536377 Iteration 29F: 3 clusters Score -122622.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Entering Unmasked Estep Score: -824676.062500 Penalty: 1467.708252 Iteration 0F: 2 clusters Score -824676.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -818608.875000 Penalty: 2935.416504 Iteration 0F: 3 clusters Score -818608.9 nChanged 3581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -820455.500000 Penalty: 2935.416504 Iteration 1F: 3 clusters Score -820455.5 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -820672.250000 Penalty: 2935.416504 Iteration 2F: 3 clusters Score -820672.2 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -820835.687500 Penalty: 2935.416504 Iteration 3Q: 3 clusters Score -820835.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -820966.375000 Penalty: 2935.416504 Iteration 4Q: 3 clusters Score -820966.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -821104.375000 Penalty: 2935.416504 Iteration 5Q: 3 clusters Score -821104.4 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -821271.000000 Penalty: 2935.416504 Iteration 6Q: 3 clusters Score -821271 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -821465.000000 Penalty: 2935.416504 Iteration 7Q: 3 clusters Score -821465 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -821686.562500 Penalty: 2935.416504 Iteration 8Q: 3 clusters Score -821686.6 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -821942.125000 Penalty: 2935.416504 Iteration 9Q: 3 clusters Score -821942.1 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -822263.750000 Penalty: 2935.416504 Iteration 10Q: 3 clusters Score -822263.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -822530.437500 Penalty: 2935.416504 Iteration 11Q: 3 clusters Score -822530.4 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -822746.375000 Penalty: 2935.416504 Iteration 12Q: 3 clusters Score -822746.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -822897.375000 Penalty: 2935.416504 Iteration 13Q: 3 clusters Score -822897.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -822983.625000 Penalty: 2935.416504 Iteration 14Q: 3 clusters Score -822983.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -823019.875000 Penalty: 2935.416504 Iteration 15Q: 3 clusters Score -823019.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -823049.375000 Penalty: 2935.416504 Iteration 16Q: 3 clusters Score -823049.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -823075.125000 Penalty: 2935.416504 Iteration 17Q: 3 clusters Score -823075.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -823099.000000 Penalty: 2935.416504 Iteration 18Q: 3 clusters Score -823099 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -823119.187500 Penalty: 2935.416504 Iteration 19Q: 3 clusters Score -823119.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -823134.375000 Penalty: 2935.416504 Iteration 20F: 3 clusters Score -823134.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -823146.562500 Penalty: 2935.416504 Iteration 21Q: 3 clusters Score -823146.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -823157.687500 Penalty: 2935.416504 Iteration 22Q: 3 clusters Score -823157.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -823174.062500 Penalty: 2935.416504 Iteration 23Q: 3 clusters Score -823174.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -823192.562500 Penalty: 2935.416504 Iteration 24Q: 3 clusters Score -823192.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -823204.812500 Penalty: 2935.416504 Iteration 25Q: 3 clusters Score -823204.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -823220.437500 Penalty: 2935.416504 Iteration 26Q: 3 clusters Score -823220.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -823231.812500 Penalty: 2935.416504 Iteration 27Q: 3 clusters Score -823231.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -823239.937500 Penalty: 2935.416504 Iteration 28Q: 3 clusters Score -823239.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -823253.562500 Penalty: 2935.416504 Iteration 29Q: 3 clusters Score -823253.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -823270.000000 Penalty: 2935.416504 Iteration 30Q: 3 clusters Score -823270 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -823280.250000 Penalty: 2935.416504 Iteration 31Q: 3 clusters Score -823280.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -823292.875000 Penalty: 2935.416504 Iteration 32Q: 3 clusters Score -823292.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -823305.250000 Penalty: 2935.416504 Iteration 33Q: 3 clusters Score -823305.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -823319.562500 Penalty: 2935.416504 Iteration 34Q: 3 clusters Score -823319.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -823330.312500 Penalty: 2935.416504 Iteration 35Q: 3 clusters Score -823330.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -823344.750000 Penalty: 2935.416504 Iteration 36Q: 3 clusters Score -823344.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -823352.750000 Penalty: 2935.416504 Iteration 37Q: 3 clusters Score -823352.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -823365.250000 Penalty: 2935.416504 Iteration 38Q: 3 clusters Score -823365.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -823372.687500 Penalty: 2935.416504 Iteration 39Q: 3 clusters Score -823372.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -823381.562500 Penalty: 2935.416504 Iteration 40F: 3 clusters Score -823381.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -823389.812500 Penalty: 2935.416504 Iteration 41Q: 3 clusters Score -823389.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -823394.750000 Penalty: 2935.416504 Iteration 42Q: 3 clusters Score -823394.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -823399.875000 Penalty: 2935.416504 Iteration 43Q: 3 clusters Score -823399.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -823402.625000 Penalty: 2935.416504 Iteration 44Q: 3 clusters Score -823402.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -823410.250000 Penalty: 2935.416504 Iteration 45Q: 3 clusters Score -823410.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -823413.437500 Penalty: 2935.416504 Iteration 46Q: 3 clusters Score -823413.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -823413.625000 Penalty: 2935.416504 Iteration 47Q: 3 clusters Score -823413.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -823418.312500 Penalty: 2935.416504 Iteration 48Q: 3 clusters Score -823418.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -823421.500000 Penalty: 2935.416504 Iteration 49Q: 3 clusters Score -823421.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -823428.625000 Penalty: 2935.416504 Iteration 50Q: 3 clusters Score -823428.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -823434.250000 Penalty: 2935.416504 Iteration 51Q: 3 clusters Score -823434.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -823438.750000 Penalty: 2935.416504 Iteration 52Q: 3 clusters Score -823438.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -823442.687500 Penalty: 2935.416504 Iteration 53Q: 3 clusters Score -823442.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -823449.312500 Penalty: 2935.416504 Iteration 54Q: 3 clusters Score -823449.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -823457.000000 Penalty: 2935.416504 Iteration 55Q: 3 clusters Score -823457 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -823463.687500 Penalty: 2935.416504 Iteration 56Q: 3 clusters Score -823463.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -823466.437500 Penalty: 2935.416504 Iteration 57Q: 3 clusters Score -823466.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -823470.562500 Penalty: 2935.416504 Iteration 58Q: 3 clusters Score -823470.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -823472.687500 Penalty: 2935.416504 Iteration 59Q: 3 clusters Score -823472.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -823476.750000 Penalty: 2935.416504 Iteration 60F: 3 clusters Score -823476.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -823483.500000 Penalty: 2935.416504 Iteration 61Q: 3 clusters Score -823483.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -823487.375000 Penalty: 2935.416504 Iteration 62Q: 3 clusters Score -823487.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -823491.250000 Penalty: 2935.416504 Iteration 63Q: 3 clusters Score -823491.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -823495.250000 Penalty: 2935.416504 Iteration 64Q: 3 clusters Score -823495.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -823494.500000 Penalty: 2935.416504 Iteration 65Q: 3 clusters Score -823494.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -823497.750000 Penalty: 2935.416504 Iteration 66Q: 3 clusters Score -823497.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -823500.250000 Penalty: 2935.416504 Iteration 67Q: 3 clusters Score -823500.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -823505.437500 Penalty: 2935.416504 Iteration 68Q: 3 clusters Score -823505.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -823508.375000 Penalty: 2935.416504 Iteration 69Q: 3 clusters Score -823508.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -823511.000000 Penalty: 2935.416504 Iteration 70Q: 3 clusters Score -823511 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -823512.875000 Penalty: 2935.416504 Iteration 71Q: 3 clusters Score -823512.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -823513.937500 Penalty: 2935.416504 Iteration 72Q: 3 clusters Score -823513.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -823516.437500 Penalty: 2935.416504 Iteration 73Q: 3 clusters Score -823516.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -823516.625000 Penalty: 2935.416504 Iteration 74Q: 3 clusters Score -823516.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -823518.562500 Penalty: 2935.416504 Iteration 75Q: 3 clusters Score -823518.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -823521.312500 Penalty: 2935.416504 Iteration 76Q: 3 clusters Score -823521.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -823523.312500 Penalty: 2935.416504 Iteration 77Q: 3 clusters Score -823523.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -823528.000000 Penalty: 2935.416504 Iteration 78Q: 3 clusters Score -823528 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -823528.250000 Penalty: 2935.416504 Iteration 79Q: 3 clusters Score -823528.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -823528.500000 Penalty: 2935.416504 Iteration 80F: 3 clusters Score -823528.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -823532.437500 Penalty: 2935.416504 Iteration 81Q: 3 clusters Score -823532.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -823533.250000 Penalty: 2935.416504 Iteration 82Q: 3 clusters Score -823533.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -823536.000000 Penalty: 2935.416504 Iteration 83Q: 3 clusters Score -823536 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -823535.875000 Penalty: 2935.416504 Iteration 84Q: 3 clusters Score -823535.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -823537.187500 Penalty: 2935.416504 Iteration 85Q: 3 clusters Score -823537.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -823539.562500 Penalty: 2935.416504 Iteration 86Q: 3 clusters Score -823539.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -823541.375000 Penalty: 2935.416504 Iteration 87Q: 3 clusters Score -823541.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -823540.750000 Penalty: 2935.416504 Iteration 88Q: 3 clusters Score -823540.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -823541.000000 Penalty: 2935.416504 Iteration 89Q: 3 clusters Score -823541 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -823544.562500 Penalty: 2935.416504 Iteration 90Q: 3 clusters Score -823544.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -823544.687500 Penalty: 2935.416504 Iteration 91Q: 3 clusters Score -823544.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -823549.187500 Penalty: 2935.416504 Iteration 92Q: 3 clusters Score -823549.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -823548.937500 Penalty: 2935.416504 Iteration 93Q: 3 clusters Score -823548.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -823552.250000 Penalty: 2935.416504 Iteration 94Q: 3 clusters Score -823552.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -823554.250000 Penalty: 2935.416504 Iteration 95Q: 3 clusters Score -823554.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -823555.375000 Penalty: 2935.416504 Iteration 96Q: 3 clusters Score -823555.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -823554.500000 Penalty: 2935.416504 Iteration 97Q: 3 clusters Score -823554.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -823557.750000 Penalty: 2935.416504 Iteration 98Q: 3 clusters Score -823557.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -823558.250000 Penalty: 2935.416504 Iteration 99Q: 3 clusters Score -823558.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -823558.687500 Penalty: 2935.416504 Iteration 100F: 3 clusters Score -823558.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -823558.000000 Penalty: 2935.416504 Iteration 101Q: 3 clusters Score -823558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -823560.187500 Penalty: 2935.416504 Iteration 102Q: 3 clusters Score -823560.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -823563.187500 Penalty: 2935.416504 Iteration 103Q: 3 clusters Score -823563.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -823564.625000 Penalty: 2935.416504 Iteration 104Q: 3 clusters Score -823564.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -823569.375000 Penalty: 2935.416504 Iteration 105Q: 3 clusters Score -823569.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -823571.000000 Penalty: 2935.416504 Iteration 106Q: 3 clusters Score -823571 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -823570.312500 Penalty: 2935.416504 Iteration 107Q: 3 clusters Score -823570.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -823573.125000 Penalty: 2935.416504 Iteration 108Q: 3 clusters Score -823573.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -823574.562500 Penalty: 2935.416504 Iteration 109Q: 3 clusters Score -823574.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -823574.125000 Penalty: 2935.416504 Iteration 110Q: 3 clusters Score -823574.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -823576.187500 Penalty: 2935.416504 Iteration 111Q: 3 clusters Score -823576.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -823576.000000 Penalty: 2935.416504 Iteration 112Q: 3 clusters Score -823576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -823574.812500 Penalty: 2935.416504 Iteration 113Q: 3 clusters Score -823574.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -823574.812500 Penalty: 2935.416504 Iteration 114Q: 3 clusters Score -823574.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -823575.000000 Penalty: 2935.416504 Iteration 115Q: 3 clusters Score -823575 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -823576.750000 Penalty: 2935.416504 Iteration 116Q: 3 clusters Score -823576.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -823576.812500 Penalty: 2935.416504 Iteration 117Q: 3 clusters Score -823576.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -823576.812500 Penalty: 2935.416504 Iteration 118F: 3 clusters Score -823576.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Entering Unmasked Estep Score: -196578.968750 Penalty: 1232.194946 Iteration 0F: 2 clusters Score -196579 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -194511.062500 Penalty: 2464.389893 Iteration 0F: 3 clusters Score -194511.1 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -195025.546875 Penalty: 2464.389893 Iteration 1F: 3 clusters Score -195025.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -195204.375000 Penalty: 2464.389893 Iteration 2F: 3 clusters Score -195204.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -195311.281250 Penalty: 2464.389893 Iteration 3F: 3 clusters Score -195311.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -195393.875000 Penalty: 2464.389893 Iteration 4Q: 3 clusters Score -195393.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -195463.828125 Penalty: 2464.389893 Iteration 5Q: 3 clusters Score -195463.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -195538.921875 Penalty: 2464.389893 Iteration 6Q: 3 clusters Score -195538.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -195672.093750 Penalty: 2464.389893 Iteration 7Q: 3 clusters Score -195672.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -195824.703125 Penalty: 2464.389893 Iteration 8Q: 3 clusters Score -195824.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -195986.296875 Penalty: 2464.389893 Iteration 9Q: 3 clusters Score -195986.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -196103.625000 Penalty: 2464.389893 Iteration 10Q: 3 clusters Score -196103.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -196200.781250 Penalty: 2464.389893 Iteration 11Q: 3 clusters Score -196200.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -196264.750000 Penalty: 2464.389893 Iteration 12Q: 3 clusters Score -196264.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -196322.859375 Penalty: 2464.389893 Iteration 13Q: 3 clusters Score -196322.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -196375.718750 Penalty: 2464.389893 Iteration 14Q: 3 clusters Score -196375.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -196398.937500 Penalty: 2464.389893 Iteration 15Q: 3 clusters Score -196398.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -196412.953125 Penalty: 2464.389893 Iteration 16Q: 3 clusters Score -196413 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -196423.843750 Penalty: 2464.389893 Iteration 17Q: 3 clusters Score -196423.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -196429.187500 Penalty: 2464.389893 Iteration 18Q: 3 clusters Score -196429.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -196432.125000 Penalty: 2464.389893 Iteration 19Q: 3 clusters Score -196432.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -196434.921875 Penalty: 2464.389893 Iteration 20F: 3 clusters Score -196434.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -196438.390625 Penalty: 2464.389893 Iteration 21Q: 3 clusters Score -196438.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -196440.921875 Penalty: 2464.389893 Iteration 22Q: 3 clusters Score -196440.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -196442.671875 Penalty: 2464.389893 Iteration 23Q: 3 clusters Score -196442.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -196444.906250 Penalty: 2464.389893 Iteration 24Q: 3 clusters Score -196444.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -196444.906250 Penalty: 2464.389893 Iteration 25F: 3 clusters Score -196444.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Entering Unmasked Estep Score: -80716.750000 Penalty: 1093.596436 Iteration 0F: 2 clusters Score -80716.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -79449.578125 Penalty: 2187.192871 Iteration 0F: 3 clusters Score -79449.58 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -79788.007812 Penalty: 2187.192871 Iteration 1F: 3 clusters Score -79788.01 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -80030.890625 Penalty: 2187.192871 Iteration 2F: 3 clusters Score -80030.89 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -80267.015625 Penalty: 2187.192871 Iteration 3F: 3 clusters Score -80267.02 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -80558.507812 Penalty: 2187.192871 Iteration 4F: 3 clusters Score -80558.51 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -80673.804688 Penalty: 2187.192871 Iteration 5Q: 3 clusters Score -80673.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -80756.304688 Penalty: 2187.192871 Iteration 6Q: 3 clusters Score -80756.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -80793.789062 Penalty: 2187.192871 Iteration 7Q: 3 clusters Score -80793.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -80815.179688 Penalty: 2187.192871 Iteration 8Q: 3 clusters Score -80815.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -80827.320312 Penalty: 2187.192871 Iteration 9Q: 3 clusters Score -80827.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -80831.937500 Penalty: 2187.192871 Iteration 10Q: 3 clusters Score -80831.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -80835.437500 Penalty: 2187.192871 Iteration 11Q: 3 clusters Score -80835.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -80836.039062 Penalty: 2187.192871 Iteration 12Q: 3 clusters Score -80836.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -80836.039062 Penalty: 2187.192871 Iteration 13F: 3 clusters Score -80836.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1687 members Mstep: Class 3 contains 507 members Mstep: Class 4 contains 5789 members Mstep: Class 5 contains 4543 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 1230 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1824 members Mstep: Class 15 contains 7350 members Mstep: Class 16 contains 850 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1705 members Mstep: Class 22 contains 920 members Mstep: Class 23 contains 632 members Mstep: Class 24 contains 8410 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 556 members Mstep: Class 32 contains 1086 members Mstep: Class 33 contains 1092 members Mstep: Class 34 contains 304 members Mstep: Class 35 contains 281 members Entering Unmasked Estep Score: -8175036.000000 Penalty: 64734.261719 Splitting cluster 31 changes total score from -8175087.000000 to -8175036.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1687 members Mstep: Class 4 contains 5789 members Mstep: Class 5 contains 4543 members Mstep: Class 6 contains 3405 members Mstep: Class 7 contains 13759 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 655 members Mstep: Class 10 contains 949 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 1230 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1824 members Mstep: Class 15 contains 7350 members Mstep: Class 16 contains 850 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1173 members Mstep: Class 19 contains 6337 members Mstep: Class 20 contains 2190 members Mstep: Class 21 contains 1705 members Mstep: Class 22 contains 920 members Mstep: Class 23 contains 632 members Mstep: Class 24 contains 8410 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 843 members Mstep: Class 27 contains 1501 members Mstep: Class 28 contains 1305 members Mstep: Class 29 contains 8367 members Mstep: Class 30 contains 1964 members Mstep: Class 31 contains 837 members Entering Unmasked Estep ConsiderDeletion Score: -8176826.000000 Penalty: 62884.710938 Iteration 79Q: 35 clusters Score -8176826 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1678 members Mstep: Class 3 contains 459 members Mstep: Class 4 contains 5789 members Mstep: Class 5 contains 4527 members Mstep: Class 6 contains 3337 members Mstep: Class 7 contains 13718 members Mstep: Class 8 contains 628 members Mstep: Class 9 contains 645 members Mstep: Class 10 contains 944 members Mstep: Class 11 contains 2682 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 7308 members Mstep: Class 16 contains 858 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 1172 members Mstep: Class 19 contains 6297 members Mstep: Class 20 contains 2185 members Mstep: Class 21 contains 1679 members Mstep: Class 22 contains 923 members Mstep: Class 23 contains 880 members Mstep: Class 24 contains 8447 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 1499 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8329 members Mstep: Class 30 contains 1939 members Mstep: Class 31 contains 855 members Mstep: Class 32 contains 1037 members Mstep: Class 33 contains 1063 members Mstep: Class 34 contains 297 members Entering Unmasked Estep ConsiderDeletion Score: -8177926.500000 Penalty: 62884.710938 Iteration 80F: 35 clusters Score -8177926 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1668 members Mstep: Class 3 contains 462 members Mstep: Class 4 contains 5787 members Mstep: Class 5 contains 4526 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 13700 members Mstep: Class 8 contains 696 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 944 members Mstep: Class 11 contains 2679 members Mstep: Class 12 contains 1202 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1789 members Mstep: Class 15 contains 7279 members Mstep: Class 16 contains 863 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 1168 members Mstep: Class 19 contains 6270 members Mstep: Class 20 contains 2179 members Mstep: Class 21 contains 1650 members Mstep: Class 22 contains 927 members Mstep: Class 23 contains 1014 members Mstep: Class 24 contains 8405 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 839 members Mstep: Class 27 contains 1495 members Mstep: Class 28 contains 1293 members Mstep: Class 29 contains 8305 members Mstep: Class 30 contains 1909 members Mstep: Class 31 contains 863 members Mstep: Class 32 contains 1073 members Mstep: Class 33 contains 1052 members Mstep: Class 34 contains 331 members Entering Unmasked Estep ConsiderDeletion Score: -8178424.000000 Penalty: 62884.710938 Iteration 81Q: 35 clusters Score -8178424 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 468 members Mstep: Class 4 contains 5783 members Mstep: Class 5 contains 4533 members Mstep: Class 6 contains 3297 members Mstep: Class 7 contains 13694 members Mstep: Class 8 contains 716 members Mstep: Class 9 contains 637 members Mstep: Class 10 contains 943 members Mstep: Class 11 contains 2679 members Mstep: Class 12 contains 1196 members Mstep: Class 13 contains 907 members Mstep: Class 14 contains 1785 members Mstep: Class 15 contains 7262 members Mstep: Class 16 contains 869 members Mstep: Class 17 contains 858 members Mstep: Class 18 contains 1168 members Mstep: Class 19 contains 6247 members Mstep: Class 20 contains 2173 members Mstep: Class 21 contains 1651 members Mstep: Class 22 contains 931 members Mstep: Class 23 contains 1101 members Mstep: Class 24 contains 8381 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 838 members Mstep: Class 27 contains 1493 members Mstep: Class 28 contains 1292 members Mstep: Class 29 contains 8288 members Mstep: Class 30 contains 1888 members Mstep: Class 31 contains 872 members Mstep: Class 32 contains 1091 members Mstep: Class 33 contains 1045 members Mstep: Class 34 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -8178581.000000 Penalty: 62884.710938 Iteration 82Q: 35 clusters Score -8178581 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 471 members Mstep: Class 4 contains 5782 members Mstep: Class 5 contains 4536 members Mstep: Class 6 contains 3288 members Mstep: Class 7 contains 13694 members Mstep: Class 8 contains 726 members Mstep: Class 9 contains 632 members Mstep: Class 10 contains 943 members Mstep: Class 11 contains 2679 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 906 members Mstep: Class 14 contains 1787 members Mstep: Class 15 contains 7253 members Mstep: Class 16 contains 879 members Mstep: Class 17 contains 852 members Mstep: Class 18 contains 1170 members Mstep: Class 19 contains 6232 members Mstep: Class 20 contains 2172 members Mstep: Class 21 contains 1660 members Mstep: Class 22 contains 937 members Mstep: Class 23 contains 1143 members Mstep: Class 24 contains 8356 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 1493 members Mstep: Class 28 contains 1294 members Mstep: Class 29 contains 8277 members Mstep: Class 30 contains 1866 members Mstep: Class 31 contains 869 members Mstep: Class 32 contains 1107 members Mstep: Class 33 contains 1038 members Mstep: Class 34 contains 355 members Entering Unmasked Estep ConsiderDeletion Score: -8178722.000000 Penalty: 62884.710938 Iteration 83Q: 35 clusters Score -8178722 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 473 members Mstep: Class 4 contains 5780 members Mstep: Class 5 contains 4538 members Mstep: Class 6 contains 3284 members Mstep: Class 7 contains 13696 members Mstep: Class 8 contains 732 members Mstep: Class 9 contains 628 members Mstep: Class 10 contains 943 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 906 members Mstep: Class 14 contains 1787 members Mstep: Class 15 contains 7251 members Mstep: Class 16 contains 887 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1174 members Mstep: Class 19 contains 6224 members Mstep: Class 20 contains 2170 members Mstep: Class 21 contains 1665 members Mstep: Class 22 contains 939 members Mstep: Class 23 contains 1166 members Mstep: Class 24 contains 8351 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 842 members Mstep: Class 27 contains 1493 members Mstep: Class 28 contains 1294 members Mstep: Class 29 contains 8269 members Mstep: Class 30 contains 1851 members Mstep: Class 31 contains 866 members Mstep: Class 32 contains 1110 members Mstep: Class 33 contains 1035 members Mstep: Class 34 contains 361 members Entering Unmasked Estep ConsiderDeletion Score: -8178787.500000 Penalty: 62884.710938 Iteration 84Q: 35 clusters Score -8178788 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 474 members Mstep: Class 4 contains 5782 members Mstep: Class 5 contains 4539 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13699 members Mstep: Class 8 contains 734 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2673 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 905 members Mstep: Class 14 contains 1787 members Mstep: Class 15 contains 7248 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1177 members Mstep: Class 19 contains 6221 members Mstep: Class 20 contains 2169 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 941 members Mstep: Class 23 contains 1183 members Mstep: Class 24 contains 8347 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 1493 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8261 members Mstep: Class 30 contains 1846 members Mstep: Class 31 contains 862 members Mstep: Class 32 contains 1114 members Mstep: Class 33 contains 1033 members Mstep: Class 34 contains 363 members Entering Unmasked Estep ConsiderDeletion Score: -8178828.000000 Penalty: 62884.710938 Iteration 85Q: 35 clusters Score -8178828 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5782 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3281 members Mstep: Class 7 contains 13703 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2669 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1791 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1178 members Mstep: Class 19 contains 6217 members Mstep: Class 20 contains 2171 members Mstep: Class 21 contains 1666 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1191 members Mstep: Class 24 contains 8344 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8253 members Mstep: Class 30 contains 1846 members Mstep: Class 31 contains 860 members Mstep: Class 32 contains 1117 members Mstep: Class 33 contains 1033 members Mstep: Class 34 contains 365 members Entering Unmasked Estep ConsiderDeletion Score: -8178861.500000 Penalty: 62884.710938 Iteration 86Q: 35 clusters Score -8178862 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13706 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2666 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1792 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 845 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2172 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1196 members Mstep: Class 24 contains 8339 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8248 members Mstep: Class 30 contains 1844 members Mstep: Class 31 contains 858 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1033 members Mstep: Class 34 contains 367 members Entering Unmasked Estep ConsiderDeletion Score: -8178878.000000 Penalty: 62884.710938 Iteration 87Q: 35 clusters Score -8178878 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13710 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2663 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2174 members Mstep: Class 21 contains 1669 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1195 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8243 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 856 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1033 members Mstep: Class 34 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -8178903.500000 Penalty: 62884.710938 Iteration 88Q: 35 clusters Score -8178904 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13711 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 621 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1797 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2172 members Mstep: Class 21 contains 1669 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1197 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8242 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 855 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1033 members Mstep: Class 34 contains 369 members Entering Unmasked Estep ConsiderDeletion Score: -8178900.500000 Penalty: 62884.710938 Iteration 89Q: 35 clusters Score -8178900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13711 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1797 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1180 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2173 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1198 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8240 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 854 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1033 members Mstep: Class 34 contains 371 members Entering Unmasked Estep ConsiderDeletion Score: -8178890.000000 Penalty: 62884.710938 Iteration 90Q: 35 clusters Score -8178890 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13712 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2660 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1180 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2173 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1200 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8240 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 853 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1032 members Mstep: Class 34 contains 372 members Entering Unmasked Estep ConsiderDeletion Score: -8178893.000000 Penalty: 62884.710938 Iteration 91Q: 35 clusters Score -8178893 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13714 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2658 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1798 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2172 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1200 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8240 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 854 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1032 members Mstep: Class 34 contains 372 members Entering Unmasked Estep ConsiderDeletion Score: -8178901.500000 Penalty: 62884.710938 Iteration 92Q: 35 clusters Score -8178902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13715 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2657 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1800 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2171 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1200 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8239 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 854 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1032 members Mstep: Class 34 contains 372 members Entering Unmasked Estep ConsiderDeletion Score: -8178901.000000 Penalty: 62884.710938 Iteration 93Q: 35 clusters Score -8178901 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13716 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2656 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1801 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2171 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1200 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8238 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 854 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1032 members Mstep: Class 34 contains 372 members Entering Unmasked Estep ConsiderDeletion Score: -8178900.000000 Penalty: 62884.710938 Iteration 94Q: 35 clusters Score -8178900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13717 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2655 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2171 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1200 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8237 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 854 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1032 members Mstep: Class 34 contains 372 members Entering Unmasked Estep ConsiderDeletion Score: -8178897.000000 Penalty: 62884.710938 Iteration 95Q: 35 clusters Score -8178897 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13717 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2655 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2171 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1200 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8237 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 854 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1032 members Mstep: Class 34 contains 372 members Entering Unmasked Estep ConsiderDeletion Score: -8178897.000000 Penalty: 62884.710938 Iteration 96F: 35 clusters Score -8178897 nChanged 0 Entering ConstructFrom: Score: -8178897.000000 Penalty: 62884.710938 Entering ConstructFrom: Trying to split cluster 1 (929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Entering Unmasked Estep Score: -86258.265625 Penalty: 1110.542725 Iteration 0F: 2 clusters Score -86258.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -84883.632812 Penalty: 2221.085449 Iteration 0F: 3 clusters Score -84883.63 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -85109.179688 Penalty: 2221.085449 Iteration 1F: 3 clusters Score -85109.18 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -85215.843750 Penalty: 2221.085449 Iteration 2F: 3 clusters Score -85215.84 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -85268.609375 Penalty: 2221.085449 Iteration 3F: 3 clusters Score -85268.61 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -85321.601562 Penalty: 2221.085449 Iteration 4Q: 3 clusters Score -85321.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -85407.304688 Penalty: 2221.085449 Iteration 5Q: 3 clusters Score -85407.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -85502.367188 Penalty: 2221.085449 Iteration 6Q: 3 clusters Score -85502.37 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -85634.765625 Penalty: 2221.085449 Iteration 7F: 3 clusters Score -85634.77 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -85847.617188 Penalty: 2221.085449 Iteration 8F: 3 clusters Score -85847.62 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -86065.117188 Penalty: 2221.085449 Iteration 9F: 3 clusters Score -86065.12 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -86191.968750 Penalty: 2221.085449 Iteration 10F: 3 clusters Score -86191.97 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -86261.835938 Penalty: 2221.085449 Iteration 11Q: 3 clusters Score -86261.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -86306.546875 Penalty: 2221.085449 Iteration 12Q: 3 clusters Score -86306.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -86349.937500 Penalty: 2221.085449 Iteration 13Q: 3 clusters Score -86349.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -86403.703125 Penalty: 2221.085449 Iteration 14Q: 3 clusters Score -86403.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -86441.687500 Penalty: 2221.085449 Iteration 15Q: 3 clusters Score -86441.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -86450.968750 Penalty: 2221.085449 Iteration 16Q: 3 clusters Score -86450.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -86456.976562 Penalty: 2221.085449 Iteration 17Q: 3 clusters Score -86456.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -86479.085938 Penalty: 2221.085449 Iteration 18Q: 3 clusters Score -86479.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -86482.460938 Penalty: 2221.085449 Iteration 19Q: 3 clusters Score -86482.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -86486.796875 Penalty: 2221.085449 Iteration 20F: 3 clusters Score -86486.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -86496.171875 Penalty: 2221.085449 Iteration 21Q: 3 clusters Score -86496.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -86496.171875 Penalty: 2221.085449 Iteration 22F: 3 clusters Score -86496.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1663 members Mstep: Class 3 contains 475 members Mstep: Class 4 contains 5781 members Mstep: Class 5 contains 4540 members Mstep: Class 6 contains 3282 members Mstep: Class 7 contains 13717 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 620 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 2655 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 904 members Mstep: Class 14 contains 1802 members Mstep: Class 15 contains 7247 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1179 members Mstep: Class 19 contains 6216 members Mstep: Class 20 contains 2171 members Mstep: Class 21 contains 1668 members Mstep: Class 22 contains 944 members Mstep: Class 23 contains 1200 members Mstep: Class 24 contains 8338 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 840 members Mstep: Class 27 contains 1492 members Mstep: Class 28 contains 1296 members Mstep: Class 29 contains 8237 members Mstep: Class 30 contains 1843 members Mstep: Class 31 contains 854 members Mstep: Class 32 contains 1121 members Mstep: Class 33 contains 1032 members Mstep: Class 34 contains 372 members Mstep: Class 35 contains 210 members Entering Unmasked Estep Score: -8178388.500000 Penalty: 64734.261719 Splitting cluster 1 changes total score from -8178897.000000 to -8178388.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Entering Unmasked Estep Score: -166101.359375 Penalty: 1205.161499 Iteration 0F: 2 clusters Score -166101.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -164224.906250 Penalty: 2410.322998 Iteration 0F: 3 clusters Score -164224.9 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -164582.453125 Penalty: 2410.322998 Iteration 1F: 3 clusters Score -164582.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -164669.140625 Penalty: 2410.322998 Iteration 2F: 3 clusters Score -164669.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -164719.484375 Penalty: 2410.322998 Iteration 3Q: 3 clusters Score -164719.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -164750.875000 Penalty: 2410.322998 Iteration 4Q: 3 clusters Score -164750.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -164791.265625 Penalty: 2410.322998 Iteration 5Q: 3 clusters Score -164791.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -164824.484375 Penalty: 2410.322998 Iteration 6Q: 3 clusters Score -164824.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -164835.843750 Penalty: 2410.322998 Iteration 7Q: 3 clusters Score -164835.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -164849.468750 Penalty: 2410.322998 Iteration 8Q: 3 clusters Score -164849.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -164858.640625 Penalty: 2410.322998 Iteration 9Q: 3 clusters Score -164858.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -164863.468750 Penalty: 2410.322998 Iteration 10Q: 3 clusters Score -164863.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -164868.000000 Penalty: 2410.322998 Iteration 11Q: 3 clusters Score -164868 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -164873.765625 Penalty: 2410.322998 Iteration 12Q: 3 clusters Score -164873.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -164878.656250 Penalty: 2410.322998 Iteration 13Q: 3 clusters Score -164878.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -164883.781250 Penalty: 2410.322998 Iteration 14Q: 3 clusters Score -164883.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -164892.921875 Penalty: 2410.322998 Iteration 15Q: 3 clusters Score -164892.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -164906.218750 Penalty: 2410.322998 Iteration 16Q: 3 clusters Score -164906.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -164922.406250 Penalty: 2410.322998 Iteration 17Q: 3 clusters Score -164922.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -164946.671875 Penalty: 2410.322998 Iteration 18Q: 3 clusters Score -164946.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -164963.296875 Penalty: 2410.322998 Iteration 19Q: 3 clusters Score -164963.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -164998.390625 Penalty: 2410.322998 Iteration 20F: 3 clusters Score -164998.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -165035.078125 Penalty: 2410.322998 Iteration 21Q: 3 clusters Score -165035.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -165068.984375 Penalty: 2410.322998 Iteration 22Q: 3 clusters Score -165069 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -165094.015625 Penalty: 2410.322998 Iteration 23Q: 3 clusters Score -165094 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -165119.625000 Penalty: 2410.322998 Iteration 24Q: 3 clusters Score -165119.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -165142.000000 Penalty: 2410.322998 Iteration 25Q: 3 clusters Score -165142 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -165154.375000 Penalty: 2410.322998 Iteration 26Q: 3 clusters Score -165154.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -165164.015625 Penalty: 2410.322998 Iteration 27Q: 3 clusters Score -165164 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -165176.750000 Penalty: 2410.322998 Iteration 28Q: 3 clusters Score -165176.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -165189.703125 Penalty: 2410.322998 Iteration 29Q: 3 clusters Score -165189.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -165203.984375 Penalty: 2410.322998 Iteration 30Q: 3 clusters Score -165204 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -165215.421875 Penalty: 2410.322998 Iteration 31Q: 3 clusters Score -165215.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -165221.937500 Penalty: 2410.322998 Iteration 32Q: 3 clusters Score -165221.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -165229.296875 Penalty: 2410.322998 Iteration 33Q: 3 clusters Score -165229.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -165232.687500 Penalty: 2410.322998 Iteration 34Q: 3 clusters Score -165232.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -165239.156250 Penalty: 2410.322998 Iteration 35Q: 3 clusters Score -165239.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -165243.453125 Penalty: 2410.322998 Iteration 36Q: 3 clusters Score -165243.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -165249.765625 Penalty: 2410.322998 Iteration 37Q: 3 clusters Score -165249.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -165257.125000 Penalty: 2410.322998 Iteration 38Q: 3 clusters Score -165257.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -165267.375000 Penalty: 2410.322998 Iteration 39Q: 3 clusters Score -165267.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -165279.625000 Penalty: 2410.322998 Iteration 40F: 3 clusters Score -165279.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -165288.406250 Penalty: 2410.322998 Iteration 41Q: 3 clusters Score -165288.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -165292.890625 Penalty: 2410.322998 Iteration 42Q: 3 clusters Score -165292.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -165295.625000 Penalty: 2410.322998 Iteration 43Q: 3 clusters Score -165295.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -165298.718750 Penalty: 2410.322998 Iteration 44Q: 3 clusters Score -165298.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -165300.328125 Penalty: 2410.322998 Iteration 45Q: 3 clusters Score -165300.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -165301.406250 Penalty: 2410.322998 Iteration 46Q: 3 clusters Score -165301.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -165302.250000 Penalty: 2410.322998 Iteration 47Q: 3 clusters Score -165302.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -165302.250000 Penalty: 2410.322998 Iteration 48F: 3 clusters Score -165302.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Entering Unmasked Estep Score: -40468.871094 Penalty: 1001.538635 Iteration 0F: 2 clusters Score -40468.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -39467.363281 Penalty: 2003.077271 Iteration 0F: 3 clusters Score -39467.36 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -39701.562500 Penalty: 2003.077271 Iteration 1F: 3 clusters Score -39701.56 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -39822.898438 Penalty: 2003.077271 Iteration 2F: 3 clusters Score -39822.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -39879.160156 Penalty: 2003.077271 Iteration 3F: 3 clusters Score -39879.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -39942.703125 Penalty: 2003.077271 Iteration 4Q: 3 clusters Score -39942.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -39988.089844 Penalty: 2003.077271 Iteration 5Q: 3 clusters Score -39988.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -40055.593750 Penalty: 2003.077271 Iteration 6Q: 3 clusters Score -40055.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -40077.199219 Penalty: 2003.077271 Iteration 7Q: 3 clusters Score -40077.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -40099.468750 Penalty: 2003.077271 Iteration 8Q: 3 clusters Score -40099.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -40110.902344 Penalty: 2003.077271 Iteration 9Q: 3 clusters Score -40110.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -40113.832031 Penalty: 2003.077271 Iteration 10Q: 3 clusters Score -40113.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -40126.199219 Penalty: 2003.077271 Iteration 11Q: 3 clusters Score -40126.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -40136.238281 Penalty: 2003.077271 Iteration 12Q: 3 clusters Score -40136.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -40139.496094 Penalty: 2003.077271 Iteration 13Q: 3 clusters Score -40139.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -40140.812500 Penalty: 2003.077271 Iteration 14F: 3 clusters Score -40140.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -40154.050781 Penalty: 2003.077271 Iteration 15Q: 3 clusters Score -40154.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -40157.121094 Penalty: 2003.077271 Iteration 16Q: 3 clusters Score -40157.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -40157.585938 Penalty: 2003.077271 Iteration 17F: 3 clusters Score -40157.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -40217.476562 Penalty: 2003.077271 Iteration 18Q: 3 clusters Score -40217.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -40236.160156 Penalty: 2003.077271 Iteration 19Q: 3 clusters Score -40236.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -40239.007812 Penalty: 2003.077271 Iteration 20F: 3 clusters Score -40239.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -40242.882812 Penalty: 2003.077271 Iteration 21Q: 3 clusters Score -40242.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -40242.882812 Penalty: 2003.077271 Iteration 22F: 3 clusters Score -40242.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Entering Unmasked Estep Score: -550746.250000 Penalty: 1407.628906 Iteration 0F: 2 clusters Score -550746.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -546314.437500 Penalty: 2815.257812 Iteration 0F: 3 clusters Score -546314.4 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -547588.250000 Penalty: 2815.257812 Iteration 1F: 3 clusters Score -547588.2 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -547840.250000 Penalty: 2815.257812 Iteration 2F: 3 clusters Score -547840.2 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -548068.187500 Penalty: 2815.257812 Iteration 3F: 3 clusters Score -548068.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -548300.750000 Penalty: 2815.257812 Iteration 4F: 3 clusters Score -548300.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -548513.437500 Penalty: 2815.257812 Iteration 5F: 3 clusters Score -548513.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -548709.187500 Penalty: 2815.257812 Iteration 6F: 3 clusters Score -548709.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -548887.687500 Penalty: 2815.257812 Iteration 7Q: 3 clusters Score -548887.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -549053.437500 Penalty: 2815.257812 Iteration 8Q: 3 clusters Score -549053.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -549174.687500 Penalty: 2815.257812 Iteration 9Q: 3 clusters Score -549174.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -549257.125000 Penalty: 2815.257812 Iteration 10Q: 3 clusters Score -549257.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -549314.125000 Penalty: 2815.257812 Iteration 11Q: 3 clusters Score -549314.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -549359.937500 Penalty: 2815.257812 Iteration 12Q: 3 clusters Score -549359.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -549402.750000 Penalty: 2815.257812 Iteration 13Q: 3 clusters Score -549402.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -549423.437500 Penalty: 2815.257812 Iteration 14Q: 3 clusters Score -549423.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -549444.125000 Penalty: 2815.257812 Iteration 15Q: 3 clusters Score -549444.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -549460.500000 Penalty: 2815.257812 Iteration 16Q: 3 clusters Score -549460.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -549473.250000 Penalty: 2815.257812 Iteration 17Q: 3 clusters Score -549473.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -549489.000000 Penalty: 2815.257812 Iteration 18Q: 3 clusters Score -549489 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -549500.312500 Penalty: 2815.257812 Iteration 19Q: 3 clusters Score -549500.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -549510.437500 Penalty: 2815.257812 Iteration 20F: 3 clusters Score -549510.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -549520.812500 Penalty: 2815.257812 Iteration 21Q: 3 clusters Score -549520.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -549534.687500 Penalty: 2815.257812 Iteration 22Q: 3 clusters Score -549534.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -549543.187500 Penalty: 2815.257812 Iteration 23Q: 3 clusters Score -549543.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -549550.250000 Penalty: 2815.257812 Iteration 24Q: 3 clusters Score -549550.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -549555.500000 Penalty: 2815.257812 Iteration 25Q: 3 clusters Score -549555.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -549559.875000 Penalty: 2815.257812 Iteration 26Q: 3 clusters Score -549559.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -549564.312500 Penalty: 2815.257812 Iteration 27Q: 3 clusters Score -549564.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -549566.812500 Penalty: 2815.257812 Iteration 28Q: 3 clusters Score -549566.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -549571.125000 Penalty: 2815.257812 Iteration 29Q: 3 clusters Score -549571.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -549579.187500 Penalty: 2815.257812 Iteration 30Q: 3 clusters Score -549579.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -549582.125000 Penalty: 2815.257812 Iteration 31Q: 3 clusters Score -549582.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -549585.187500 Penalty: 2815.257812 Iteration 32Q: 3 clusters Score -549585.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -549587.250000 Penalty: 2815.257812 Iteration 33Q: 3 clusters Score -549587.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -549590.250000 Penalty: 2815.257812 Iteration 34Q: 3 clusters Score -549590.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -549591.187500 Penalty: 2815.257812 Iteration 35Q: 3 clusters Score -549591.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -549593.062500 Penalty: 2815.257812 Iteration 36Q: 3 clusters Score -549593.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -549595.437500 Penalty: 2815.257812 Iteration 37Q: 3 clusters Score -549595.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -549595.125000 Penalty: 2815.257812 Iteration 38Q: 3 clusters Score -549595.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -549595.312500 Penalty: 2815.257812 Iteration 39Q: 3 clusters Score -549595.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -549595.125000 Penalty: 2815.257812 Iteration 40F: 3 clusters Score -549595.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Entering Unmasked Estep Score: -451438.656250 Penalty: 1368.360840 Iteration 0F: 2 clusters Score -451438.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -447785.218750 Penalty: 2736.721680 Iteration 0F: 3 clusters Score -447785.2 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -448802.187500 Penalty: 2736.721680 Iteration 1F: 3 clusters Score -448802.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -448955.437500 Penalty: 2736.721680 Iteration 2F: 3 clusters Score -448955.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -449053.687500 Penalty: 2736.721680 Iteration 3Q: 3 clusters Score -449053.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -449164.281250 Penalty: 2736.721680 Iteration 4Q: 3 clusters Score -449164.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -449263.937500 Penalty: 2736.721680 Iteration 5Q: 3 clusters Score -449263.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -449353.718750 Penalty: 2736.721680 Iteration 6Q: 3 clusters Score -449353.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -449451.437500 Penalty: 2736.721680 Iteration 7Q: 3 clusters Score -449451.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -449571.281250 Penalty: 2736.721680 Iteration 8Q: 3 clusters Score -449571.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -449722.125000 Penalty: 2736.721680 Iteration 9Q: 3 clusters Score -449722.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -449870.468750 Penalty: 2736.721680 Iteration 10Q: 3 clusters Score -449870.5 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -450026.156250 Penalty: 2736.721680 Iteration 11Q: 3 clusters Score -450026.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -450174.750000 Penalty: 2736.721680 Iteration 12Q: 3 clusters Score -450174.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -450319.375000 Penalty: 2736.721680 Iteration 13Q: 3 clusters Score -450319.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -450446.187500 Penalty: 2736.721680 Iteration 14Q: 3 clusters Score -450446.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -450550.125000 Penalty: 2736.721680 Iteration 15Q: 3 clusters Score -450550.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -450620.343750 Penalty: 2736.721680 Iteration 16Q: 3 clusters Score -450620.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -450676.218750 Penalty: 2736.721680 Iteration 17Q: 3 clusters Score -450676.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -450705.968750 Penalty: 2736.721680 Iteration 18Q: 3 clusters Score -450706 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -450735.281250 Penalty: 2736.721680 Iteration 19Q: 3 clusters Score -450735.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -450763.437500 Penalty: 2736.721680 Iteration 20F: 3 clusters Score -450763.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -450777.812500 Penalty: 2736.721680 Iteration 21Q: 3 clusters Score -450777.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -450787.312500 Penalty: 2736.721680 Iteration 22Q: 3 clusters Score -450787.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -450793.468750 Penalty: 2736.721680 Iteration 23Q: 3 clusters Score -450793.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -450798.781250 Penalty: 2736.721680 Iteration 24Q: 3 clusters Score -450798.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -450802.812500 Penalty: 2736.721680 Iteration 25Q: 3 clusters Score -450802.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -450803.437500 Penalty: 2736.721680 Iteration 26Q: 3 clusters Score -450803.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -450806.531250 Penalty: 2736.721680 Iteration 27Q: 3 clusters Score -450806.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -450809.375000 Penalty: 2736.721680 Iteration 28Q: 3 clusters Score -450809.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -450812.156250 Penalty: 2736.721680 Iteration 29Q: 3 clusters Score -450812.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -450813.468750 Penalty: 2736.721680 Iteration 30Q: 3 clusters Score -450813.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -450813.156250 Penalty: 2736.721680 Iteration 31Q: 3 clusters Score -450813.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -450813.156250 Penalty: 2736.721680 Iteration 32F: 3 clusters Score -450813.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Entering Unmasked Estep Score: -319354.187500 Penalty: 1315.633911 Iteration 0F: 2 clusters Score -319354.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -316471.468750 Penalty: 2631.267822 Iteration 0F: 3 clusters Score -316471.5 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -317194.781250 Penalty: 2631.267822 Iteration 1F: 3 clusters Score -317194.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -317353.625000 Penalty: 2631.267822 Iteration 2F: 3 clusters Score -317353.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -317455.031250 Penalty: 2631.267822 Iteration 3F: 3 clusters Score -317455 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -317540.437500 Penalty: 2631.267822 Iteration 4Q: 3 clusters Score -317540.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -317640.156250 Penalty: 2631.267822 Iteration 5Q: 3 clusters Score -317640.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -317751.031250 Penalty: 2631.267822 Iteration 6Q: 3 clusters Score -317751 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -317930.968750 Penalty: 2631.267822 Iteration 7Q: 3 clusters Score -317931 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -318146.093750 Penalty: 2631.267822 Iteration 8Q: 3 clusters Score -318146.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -318405.500000 Penalty: 2631.267822 Iteration 9F: 3 clusters Score -318405.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -318639.843750 Penalty: 2631.267822 Iteration 10F: 3 clusters Score -318639.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -318884.500000 Penalty: 2631.267822 Iteration 11F: 3 clusters Score -318884.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -319065.375000 Penalty: 2631.267822 Iteration 12Q: 3 clusters Score -319065.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -319161.593750 Penalty: 2631.267822 Iteration 13Q: 3 clusters Score -319161.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -319196.812500 Penalty: 2631.267822 Iteration 14Q: 3 clusters Score -319196.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -319219.468750 Penalty: 2631.267822 Iteration 15Q: 3 clusters Score -319219.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -319230.937500 Penalty: 2631.267822 Iteration 16Q: 3 clusters Score -319230.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -319236.562500 Penalty: 2631.267822 Iteration 17Q: 3 clusters Score -319236.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -319241.718750 Penalty: 2631.267822 Iteration 18Q: 3 clusters Score -319241.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -319243.531250 Penalty: 2631.267822 Iteration 19Q: 3 clusters Score -319243.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -319244.406250 Penalty: 2631.267822 Iteration 20F: 3 clusters Score -319244.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -319244.656250 Penalty: 2631.267822 Iteration 21Q: 3 clusters Score -319244.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -319244.656250 Penalty: 2631.267822 Iteration 22F: 3 clusters Score -319244.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13717 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13717 members Entering Unmasked Estep Score: -1309047.625000 Penalty: 1548.038574 Iteration 0F: 2 clusters Score -1309048 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -1299556.500000 Penalty: 3096.077148 Iteration 0F: 3 clusters Score -1299556 nChanged 6045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -1302979.375000 Penalty: 3096.077148 Iteration 1F: 3 clusters Score -1302979 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -1303364.250000 Penalty: 3096.077148 Iteration 2F: 3 clusters Score -1303364 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1303748.625000 Penalty: 3096.077148 Iteration 3F: 3 clusters Score -1303749 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -1304200.750000 Penalty: 3096.077148 Iteration 4F: 3 clusters Score -1304201 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -1304661.125000 Penalty: 3096.077148 Iteration 5F: 3 clusters Score -1304661 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -1305125.625000 Penalty: 3096.077148 Iteration 6F: 3 clusters Score -1305126 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -1305577.000000 Penalty: 3096.077148 Iteration 7Q: 3 clusters Score -1305577 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -1306024.250000 Penalty: 3096.077148 Iteration 8Q: 3 clusters Score -1306024 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -1306392.250000 Penalty: 3096.077148 Iteration 9Q: 3 clusters Score -1306392 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 11723 members Entering Unmasked Estep Score: -1306712.375000 Penalty: 3096.077148 Iteration 10Q: 3 clusters Score -1306712 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 12054 members Entering Unmasked Estep Score: -1307007.250000 Penalty: 3096.077148 Iteration 11Q: 3 clusters Score -1307007 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -1307241.750000 Penalty: 3096.077148 Iteration 12Q: 3 clusters Score -1307242 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 12481 members Entering Unmasked Estep Score: -1307407.750000 Penalty: 3096.077148 Iteration 13Q: 3 clusters Score -1307408 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 12597 members Entering Unmasked Estep Score: -1307506.250000 Penalty: 3096.077148 Iteration 14Q: 3 clusters Score -1307506 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 12678 members Entering Unmasked Estep Score: -1307577.000000 Penalty: 3096.077148 Iteration 15Q: 3 clusters Score -1307577 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -1307644.875000 Penalty: 3096.077148 Iteration 16Q: 3 clusters Score -1307645 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -1307686.500000 Penalty: 3096.077148 Iteration 17Q: 3 clusters Score -1307686 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -1307717.250000 Penalty: 3096.077148 Iteration 18Q: 3 clusters Score -1307717 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 12901 members Entering Unmasked Estep Score: -1307733.750000 Penalty: 3096.077148 Iteration 19Q: 3 clusters Score -1307734 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -1307749.500000 Penalty: 3096.077148 Iteration 20F: 3 clusters Score -1307750 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -1307758.250000 Penalty: 3096.077148 Iteration 21Q: 3 clusters Score -1307758 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -1307764.000000 Penalty: 3096.077148 Iteration 22Q: 3 clusters Score -1307764 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -1307771.625000 Penalty: 3096.077148 Iteration 23Q: 3 clusters Score -1307772 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -1307777.000000 Penalty: 3096.077148 Iteration 24Q: 3 clusters Score -1307777 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 12986 members Entering Unmasked Estep Score: -1307783.000000 Penalty: 3096.077148 Iteration 25Q: 3 clusters Score -1307783 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -1307786.125000 Penalty: 3096.077148 Iteration 26Q: 3 clusters Score -1307786 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 13008 members Entering Unmasked Estep Score: -1307790.250000 Penalty: 3096.077148 Iteration 27Q: 3 clusters Score -1307790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -1307790.375000 Penalty: 3096.077148 Iteration 28Q: 3 clusters Score -1307790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 13016 members Entering Unmasked Estep Score: -1307792.875000 Penalty: 3096.077148 Iteration 29Q: 3 clusters Score -1307793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 13017 members Entering Unmasked Estep Score: -1307793.125000 Penalty: 3096.077148 Iteration 30Q: 3 clusters Score -1307793 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 13019 members Entering Unmasked Estep Score: -1307793.125000 Penalty: 3096.077148 Iteration 31Q: 3 clusters Score -1307793 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -1307792.375000 Penalty: 3096.077148 Iteration 32Q: 3 clusters Score -1307792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -1307795.125000 Penalty: 3096.077148 Iteration 33Q: 3 clusters Score -1307795 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -1307795.125000 Penalty: 3096.077148 Iteration 34F: 3 clusters Score -1307795 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Entering Unmasked Estep Score: -71416.078125 Penalty: 1072.479004 Iteration 0F: 2 clusters Score -71416.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -70175.195312 Penalty: 2144.958008 Iteration 0F: 3 clusters Score -70175.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -70392.875000 Penalty: 2144.958008 Iteration 1F: 3 clusters Score -70392.88 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -70458.023438 Penalty: 2144.958008 Iteration 2F: 3 clusters Score -70458.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -70482.992188 Penalty: 2144.958008 Iteration 3Q: 3 clusters Score -70482.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -70506.046875 Penalty: 2144.958008 Iteration 4Q: 3 clusters Score -70506.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -70527.976562 Penalty: 2144.958008 Iteration 5Q: 3 clusters Score -70527.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70545.257812 Penalty: 2144.958008 Iteration 6Q: 3 clusters Score -70545.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -70555.781250 Penalty: 2144.958008 Iteration 7Q: 3 clusters Score -70555.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -70568.726562 Penalty: 2144.958008 Iteration 8Q: 3 clusters Score -70568.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -70578.015625 Penalty: 2144.958008 Iteration 9Q: 3 clusters Score -70578.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -70587.851562 Penalty: 2144.958008 Iteration 10Q: 3 clusters Score -70587.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70598.609375 Penalty: 2144.958008 Iteration 11Q: 3 clusters Score -70598.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -70604.351562 Penalty: 2144.958008 Iteration 12Q: 3 clusters Score -70604.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -70612.796875 Penalty: 2144.958008 Iteration 13Q: 3 clusters Score -70612.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70615.734375 Penalty: 2144.958008 Iteration 14Q: 3 clusters Score -70615.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70615.734375 Penalty: 2144.958008 Iteration 15F: 3 clusters Score -70615.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Entering Unmasked Estep Score: -53592.898438 Penalty: 1044.829468 Iteration 0F: 2 clusters Score -53592.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -52464.117188 Penalty: 2089.658936 Iteration 0F: 3 clusters Score -52464.12 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -52610.445312 Penalty: 2089.658936 Iteration 1F: 3 clusters Score -52610.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -52659.964844 Penalty: 2089.658936 Iteration 2F: 3 clusters Score -52659.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -52682.925781 Penalty: 2089.658936 Iteration 3Q: 3 clusters Score -52682.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -52702.757812 Penalty: 2089.658936 Iteration 4Q: 3 clusters Score -52702.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -52711.171875 Penalty: 2089.658936 Iteration 5Q: 3 clusters Score -52711.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -52718.046875 Penalty: 2089.658936 Iteration 6Q: 3 clusters Score -52718.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -52721.425781 Penalty: 2089.658936 Iteration 7Q: 3 clusters Score -52721.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -52726.210938 Penalty: 2089.658936 Iteration 8Q: 3 clusters Score -52726.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -52726.210938 Penalty: 2089.658936 Iteration 9F: 3 clusters Score -52726.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Entering Unmasked Estep Score: -91203.523438 Penalty: 1112.800903 Iteration 0F: 2 clusters Score -91203.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -89821.515625 Penalty: 2225.601807 Iteration 0F: 3 clusters Score -89821.52 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -90056.335938 Penalty: 2225.601807 Iteration 1F: 3 clusters Score -90056.34 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -90129.218750 Penalty: 2225.601807 Iteration 2F: 3 clusters Score -90129.22 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -90174.125000 Penalty: 2225.601807 Iteration 3Q: 3 clusters Score -90174.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -90197.109375 Penalty: 2225.601807 Iteration 4Q: 3 clusters Score -90197.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -90220.968750 Penalty: 2225.601807 Iteration 5Q: 3 clusters Score -90220.97 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -90258.890625 Penalty: 2225.601807 Iteration 6Q: 3 clusters Score -90258.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -90281.695312 Penalty: 2225.601807 Iteration 7Q: 3 clusters Score -90281.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -90295.695312 Penalty: 2225.601807 Iteration 8Q: 3 clusters Score -90295.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -90308.398438 Penalty: 2225.601807 Iteration 9Q: 3 clusters Score -90308.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -90313.101562 Penalty: 2225.601807 Iteration 10Q: 3 clusters Score -90313.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -90317.937500 Penalty: 2225.601807 Iteration 11Q: 3 clusters Score -90317.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -90321.945312 Penalty: 2225.601807 Iteration 12Q: 3 clusters Score -90321.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -90321.945312 Penalty: 2225.601807 Iteration 13F: 3 clusters Score -90321.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Entering Unmasked Estep Score: -248513.734375 Penalty: 1281.182495 Iteration 0F: 2 clusters Score -248513.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -245985.765625 Penalty: 2562.364990 Iteration 0F: 3 clusters Score -245985.8 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -246584.343750 Penalty: 2562.364990 Iteration 1F: 3 clusters Score -246584.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -246718.843750 Penalty: 2562.364990 Iteration 2F: 3 clusters Score -246718.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -246789.343750 Penalty: 2562.364990 Iteration 3Q: 3 clusters Score -246789.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -246847.375000 Penalty: 2562.364990 Iteration 4Q: 3 clusters Score -246847.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -246894.062500 Penalty: 2562.364990 Iteration 5Q: 3 clusters Score -246894.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -246935.718750 Penalty: 2562.364990 Iteration 6Q: 3 clusters Score -246935.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -246965.984375 Penalty: 2562.364990 Iteration 7Q: 3 clusters Score -246966 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -246979.578125 Penalty: 2562.364990 Iteration 8Q: 3 clusters Score -246979.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -246994.328125 Penalty: 2562.364990 Iteration 9Q: 3 clusters Score -246994.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -247005.468750 Penalty: 2562.364990 Iteration 10Q: 3 clusters Score -247005.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -247012.203125 Penalty: 2562.364990 Iteration 11Q: 3 clusters Score -247012.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -247014.781250 Penalty: 2562.364990 Iteration 12Q: 3 clusters Score -247014.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -247018.718750 Penalty: 2562.364990 Iteration 13Q: 3 clusters Score -247018.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -247022.375000 Penalty: 2562.364990 Iteration 14Q: 3 clusters Score -247022.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -247025.359375 Penalty: 2562.364990 Iteration 15Q: 3 clusters Score -247025.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -247026.812500 Penalty: 2562.364990 Iteration 16Q: 3 clusters Score -247026.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -247029.156250 Penalty: 2562.364990 Iteration 17Q: 3 clusters Score -247029.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -247034.500000 Penalty: 2562.364990 Iteration 18Q: 3 clusters Score -247034.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -247041.406250 Penalty: 2562.364990 Iteration 19Q: 3 clusters Score -247041.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -247046.828125 Penalty: 2562.364990 Iteration 20F: 3 clusters Score -247046.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -247054.250000 Penalty: 2562.364990 Iteration 21Q: 3 clusters Score -247054.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -247057.296875 Penalty: 2562.364990 Iteration 22Q: 3 clusters Score -247057.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -247060.187500 Penalty: 2562.364990 Iteration 23Q: 3 clusters Score -247060.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -247061.937500 Penalty: 2562.364990 Iteration 24Q: 3 clusters Score -247061.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -247063.390625 Penalty: 2562.364990 Iteration 25Q: 3 clusters Score -247063.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -247063.796875 Penalty: 2562.364990 Iteration 26Q: 3 clusters Score -247063.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -247064.593750 Penalty: 2562.364990 Iteration 27Q: 3 clusters Score -247064.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -247065.437500 Penalty: 2562.364990 Iteration 28Q: 3 clusters Score -247065.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -247066.593750 Penalty: 2562.364990 Iteration 29Q: 3 clusters Score -247066.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -247067.343750 Penalty: 2562.364990 Iteration 30Q: 3 clusters Score -247067.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -247067.765625 Penalty: 2562.364990 Iteration 31Q: 3 clusters Score -247067.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -247067.765625 Penalty: 2562.364990 Iteration 32F: 3 clusters Score -247067.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Entering Unmasked Estep Score: -118526.257812 Penalty: 1151.186768 Iteration 0F: 2 clusters Score -118526.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -116931.648438 Penalty: 2302.373535 Iteration 0F: 3 clusters Score -116931.6 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -117207.382812 Penalty: 2302.373535 Iteration 1F: 3 clusters Score -117207.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -117273.609375 Penalty: 2302.373535 Iteration 2F: 3 clusters Score -117273.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -117302.703125 Penalty: 2302.373535 Iteration 3Q: 3 clusters Score -117302.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -117327.375000 Penalty: 2302.373535 Iteration 4Q: 3 clusters Score -117327.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -117348.789062 Penalty: 2302.373535 Iteration 5Q: 3 clusters Score -117348.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -117364.859375 Penalty: 2302.373535 Iteration 6Q: 3 clusters Score -117364.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -117377.906250 Penalty: 2302.373535 Iteration 7Q: 3 clusters Score -117377.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -117383.156250 Penalty: 2302.373535 Iteration 8Q: 3 clusters Score -117383.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -117385.664062 Penalty: 2302.373535 Iteration 9Q: 3 clusters Score -117385.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -117390.421875 Penalty: 2302.373535 Iteration 10Q: 3 clusters Score -117390.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -117392.828125 Penalty: 2302.373535 Iteration 11Q: 3 clusters Score -117392.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -117394.968750 Penalty: 2302.373535 Iteration 12Q: 3 clusters Score -117395 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -117398.375000 Penalty: 2302.373535 Iteration 13Q: 3 clusters Score -117398.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -117402.773438 Penalty: 2302.373535 Iteration 14Q: 3 clusters Score -117402.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -117403.289062 Penalty: 2302.373535 Iteration 15Q: 3 clusters Score -117403.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -117403.593750 Penalty: 2302.373535 Iteration 16Q: 3 clusters Score -117403.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -117403.593750 Penalty: 2302.373535 Iteration 17F: 3 clusters Score -117403.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Entering Unmasked Estep Score: -90700.359375 Penalty: 1106.109741 Iteration 0F: 2 clusters Score -90700.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -89309.140625 Penalty: 2212.219482 Iteration 0F: 3 clusters Score -89309.14 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -89519.539062 Penalty: 2212.219482 Iteration 1F: 3 clusters Score -89519.54 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -89588.757812 Penalty: 2212.219482 Iteration 2F: 3 clusters Score -89588.76 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -89635.500000 Penalty: 2212.219482 Iteration 3Q: 3 clusters Score -89635.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -89659.437500 Penalty: 2212.219482 Iteration 4Q: 3 clusters Score -89659.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -89667.789062 Penalty: 2212.219482 Iteration 5Q: 3 clusters Score -89667.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -89674.257812 Penalty: 2212.219482 Iteration 6Q: 3 clusters Score -89674.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -89678.898438 Penalty: 2212.219482 Iteration 7Q: 3 clusters Score -89678.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -89685.500000 Penalty: 2212.219482 Iteration 8Q: 3 clusters Score -89685.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -89689.664062 Penalty: 2212.219482 Iteration 9Q: 3 clusters Score -89689.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -89693.453125 Penalty: 2212.219482 Iteration 10Q: 3 clusters Score -89693.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -89699.054688 Penalty: 2212.219482 Iteration 11Q: 3 clusters Score -89699.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -89699.320312 Penalty: 2212.219482 Iteration 12Q: 3 clusters Score -89699.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -89699.320312 Penalty: 2212.219482 Iteration 13F: 3 clusters Score -89699.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Entering Unmasked Estep Score: -172551.437500 Penalty: 1218.206055 Iteration 0F: 2 clusters Score -172551.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -170615.375000 Penalty: 2436.412109 Iteration 0F: 3 clusters Score -170615.4 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -171045.625000 Penalty: 2436.412109 Iteration 1F: 3 clusters Score -171045.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -171212.859375 Penalty: 2436.412109 Iteration 2F: 3 clusters Score -171212.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -171350.125000 Penalty: 2436.412109 Iteration 3F: 3 clusters Score -171350.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -171497.781250 Penalty: 2436.412109 Iteration 4F: 3 clusters Score -171497.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -171623.656250 Penalty: 2436.412109 Iteration 5F: 3 clusters Score -171623.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -171714.984375 Penalty: 2436.412109 Iteration 6Q: 3 clusters Score -171715 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -171784.250000 Penalty: 2436.412109 Iteration 7Q: 3 clusters Score -171784.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -171834.640625 Penalty: 2436.412109 Iteration 8Q: 3 clusters Score -171834.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -171880.265625 Penalty: 2436.412109 Iteration 9Q: 3 clusters Score -171880.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -171910.578125 Penalty: 2436.412109 Iteration 10Q: 3 clusters Score -171910.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -171932.156250 Penalty: 2436.412109 Iteration 11Q: 3 clusters Score -171932.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -171948.843750 Penalty: 2436.412109 Iteration 12Q: 3 clusters Score -171948.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -171957.000000 Penalty: 2436.412109 Iteration 13Q: 3 clusters Score -171957 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -171960.843750 Penalty: 2436.412109 Iteration 14Q: 3 clusters Score -171960.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -171965.187500 Penalty: 2436.412109 Iteration 15Q: 3 clusters Score -171965.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -171971.562500 Penalty: 2436.412109 Iteration 16Q: 3 clusters Score -171971.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -171979.625000 Penalty: 2436.412109 Iteration 17Q: 3 clusters Score -171979.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -171985.296875 Penalty: 2436.412109 Iteration 18Q: 3 clusters Score -171985.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -171988.906250 Penalty: 2436.412109 Iteration 19Q: 3 clusters Score -171988.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -171990.437500 Penalty: 2436.412109 Iteration 20F: 3 clusters Score -171990.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -171990.921875 Penalty: 2436.412109 Iteration 21Q: 3 clusters Score -171990.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -171992.171875 Penalty: 2436.412109 Iteration 22Q: 3 clusters Score -171992.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -171992.703125 Penalty: 2436.412109 Iteration 23Q: 3 clusters Score -171992.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -171993.421875 Penalty: 2436.412109 Iteration 24Q: 3 clusters Score -171993.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -171995.312500 Penalty: 2436.412109 Iteration 25Q: 3 clusters Score -171995.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -171996.781250 Penalty: 2436.412109 Iteration 26Q: 3 clusters Score -171996.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -171997.140625 Penalty: 2436.412109 Iteration 27Q: 3 clusters Score -171997.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -171997.437500 Penalty: 2436.412109 Iteration 28Q: 3 clusters Score -171997.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -171997.437500 Penalty: 2436.412109 Iteration 29F: 3 clusters Score -171997.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Entering Unmasked Estep Score: -705967.312500 Penalty: 1444.355713 Iteration 0F: 2 clusters Score -705967.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -700622.625000 Penalty: 2888.711426 Iteration 0F: 3 clusters Score -700622.6 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -702326.500000 Penalty: 2888.711426 Iteration 1F: 3 clusters Score -702326.5 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -702589.250000 Penalty: 2888.711426 Iteration 2F: 3 clusters Score -702589.2 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -702805.500000 Penalty: 2888.711426 Iteration 3F: 3 clusters Score -702805.5 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -702998.687500 Penalty: 2888.711426 Iteration 4Q: 3 clusters Score -702998.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -703174.750000 Penalty: 2888.711426 Iteration 5Q: 3 clusters Score -703174.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -703356.125000 Penalty: 2888.711426 Iteration 6Q: 3 clusters Score -703356.1 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -703554.875000 Penalty: 2888.711426 Iteration 7Q: 3 clusters Score -703554.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -703775.375000 Penalty: 2888.711426 Iteration 8Q: 3 clusters Score -703775.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -703992.375000 Penalty: 2888.711426 Iteration 9Q: 3 clusters Score -703992.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -704178.250000 Penalty: 2888.711426 Iteration 10Q: 3 clusters Score -704178.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -704332.875000 Penalty: 2888.711426 Iteration 11Q: 3 clusters Score -704332.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -704452.125000 Penalty: 2888.711426 Iteration 12Q: 3 clusters Score -704452.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -704550.750000 Penalty: 2888.711426 Iteration 13Q: 3 clusters Score -704550.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -704632.812500 Penalty: 2888.711426 Iteration 14Q: 3 clusters Score -704632.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -704696.937500 Penalty: 2888.711426 Iteration 15Q: 3 clusters Score -704696.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -704743.250000 Penalty: 2888.711426 Iteration 16Q: 3 clusters Score -704743.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -704779.812500 Penalty: 2888.711426 Iteration 17Q: 3 clusters Score -704779.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -704796.125000 Penalty: 2888.711426 Iteration 18Q: 3 clusters Score -704796.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -704810.625000 Penalty: 2888.711426 Iteration 19Q: 3 clusters Score -704810.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -704825.312500 Penalty: 2888.711426 Iteration 20F: 3 clusters Score -704825.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -704838.812500 Penalty: 2888.711426 Iteration 21Q: 3 clusters Score -704838.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -704849.187500 Penalty: 2888.711426 Iteration 22Q: 3 clusters Score -704849.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -704862.000000 Penalty: 2888.711426 Iteration 23Q: 3 clusters Score -704862 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -704870.000000 Penalty: 2888.711426 Iteration 24Q: 3 clusters Score -704870 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -704878.000000 Penalty: 2888.711426 Iteration 25Q: 3 clusters Score -704878 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -704885.750000 Penalty: 2888.711426 Iteration 26Q: 3 clusters Score -704885.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -704891.375000 Penalty: 2888.711426 Iteration 27Q: 3 clusters Score -704891.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -704902.562500 Penalty: 2888.711426 Iteration 28Q: 3 clusters Score -704902.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -704909.125000 Penalty: 2888.711426 Iteration 29Q: 3 clusters Score -704909.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -704914.187500 Penalty: 2888.711426 Iteration 30Q: 3 clusters Score -704914.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -704918.125000 Penalty: 2888.711426 Iteration 31Q: 3 clusters Score -704918.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -704921.375000 Penalty: 2888.711426 Iteration 32Q: 3 clusters Score -704921.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -704921.250000 Penalty: 2888.711426 Iteration 33Q: 3 clusters Score -704921.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -704923.812500 Penalty: 2888.711426 Iteration 34Q: 3 clusters Score -704923.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -704926.125000 Penalty: 2888.711426 Iteration 35Q: 3 clusters Score -704926.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -704926.562500 Penalty: 2888.711426 Iteration 36Q: 3 clusters Score -704926.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -704929.062500 Penalty: 2888.711426 Iteration 37Q: 3 clusters Score -704929.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -704928.750000 Penalty: 2888.711426 Iteration 38Q: 3 clusters Score -704928.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -704929.375000 Penalty: 2888.711426 Iteration 39Q: 3 clusters Score -704929.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -704931.187500 Penalty: 2888.711426 Iteration 40F: 3 clusters Score -704931.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -704931.312500 Penalty: 2888.711426 Iteration 41Q: 3 clusters Score -704931.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -704931.937500 Penalty: 2888.711426 Iteration 42Q: 3 clusters Score -704931.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -704931.812500 Penalty: 2888.711426 Iteration 43Q: 3 clusters Score -704931.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -704933.937500 Penalty: 2888.711426 Iteration 44Q: 3 clusters Score -704933.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -704933.875000 Penalty: 2888.711426 Iteration 45Q: 3 clusters Score -704933.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -704935.375000 Penalty: 2888.711426 Iteration 46Q: 3 clusters Score -704935.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -704938.875000 Penalty: 2888.711426 Iteration 47Q: 3 clusters Score -704938.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -704940.812500 Penalty: 2888.711426 Iteration 48Q: 3 clusters Score -704940.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -704942.562500 Penalty: 2888.711426 Iteration 49Q: 3 clusters Score -704942.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -704944.187500 Penalty: 2888.711426 Iteration 50Q: 3 clusters Score -704944.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -704945.562500 Penalty: 2888.711426 Iteration 51Q: 3 clusters Score -704945.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -704944.937500 Penalty: 2888.711426 Iteration 52Q: 3 clusters Score -704944.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -704946.375000 Penalty: 2888.711426 Iteration 53Q: 3 clusters Score -704946.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -704947.187500 Penalty: 2888.711426 Iteration 54Q: 3 clusters Score -704947.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -704947.500000 Penalty: 2888.711426 Iteration 55Q: 3 clusters Score -704947.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -704947.812500 Penalty: 2888.711426 Iteration 56Q: 3 clusters Score -704947.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -704947.812500 Penalty: 2888.711426 Iteration 57F: 3 clusters Score -704947.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Entering Unmasked Estep Score: -86070.773438 Penalty: 1103.390747 Iteration 0F: 2 clusters Score -86070.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -84693.343750 Penalty: 2206.781494 Iteration 0F: 3 clusters Score -84693.34 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -84894.375000 Penalty: 2206.781494 Iteration 1F: 3 clusters Score -84894.38 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -84961.507812 Penalty: 2206.781494 Iteration 2F: 3 clusters Score -84961.51 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -84990.156250 Penalty: 2206.781494 Iteration 3Q: 3 clusters Score -84990.16 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -85022.304688 Penalty: 2206.781494 Iteration 4Q: 3 clusters Score -85022.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -85034.625000 Penalty: 2206.781494 Iteration 5Q: 3 clusters Score -85034.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -85041.265625 Penalty: 2206.781494 Iteration 6Q: 3 clusters Score -85041.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -85044.726562 Penalty: 2206.781494 Iteration 7Q: 3 clusters Score -85044.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -85048.289062 Penalty: 2206.781494 Iteration 8Q: 3 clusters Score -85048.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -85052.554688 Penalty: 2206.781494 Iteration 9Q: 3 clusters Score -85052.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -85054.789062 Penalty: 2206.781494 Iteration 10Q: 3 clusters Score -85054.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -85058.945312 Penalty: 2206.781494 Iteration 11Q: 3 clusters Score -85058.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -85060.531250 Penalty: 2206.781494 Iteration 12Q: 3 clusters Score -85060.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -85063.070312 Penalty: 2206.781494 Iteration 13Q: 3 clusters Score -85063.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -85063.070312 Penalty: 2206.781494 Iteration 14F: 3 clusters Score -85063.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Entering Unmasked Estep Score: -76333.781250 Penalty: 1095.334473 Iteration 0F: 2 clusters Score -76333.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -75035.679688 Penalty: 2190.668945 Iteration 0F: 3 clusters Score -75035.68 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -75286.421875 Penalty: 2190.668945 Iteration 1F: 3 clusters Score -75286.42 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -75379.703125 Penalty: 2190.668945 Iteration 2F: 3 clusters Score -75379.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -75437.359375 Penalty: 2190.668945 Iteration 3Q: 3 clusters Score -75437.36 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -75487.007812 Penalty: 2190.668945 Iteration 4Q: 3 clusters Score -75487.01 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -75520.484375 Penalty: 2190.668945 Iteration 5Q: 3 clusters Score -75520.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -75538.273438 Penalty: 2190.668945 Iteration 6Q: 3 clusters Score -75538.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -75561.664062 Penalty: 2190.668945 Iteration 7Q: 3 clusters Score -75561.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -75575.773438 Penalty: 2190.668945 Iteration 8Q: 3 clusters Score -75575.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -75580.875000 Penalty: 2190.668945 Iteration 9Q: 3 clusters Score -75580.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -75586.937500 Penalty: 2190.668945 Iteration 10Q: 3 clusters Score -75586.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -75590.726562 Penalty: 2190.668945 Iteration 11Q: 3 clusters Score -75590.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -75593.179688 Penalty: 2190.668945 Iteration 12Q: 3 clusters Score -75593.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -75594.601562 Penalty: 2190.668945 Iteration 13Q: 3 clusters Score -75594.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -75596.226562 Penalty: 2190.668945 Iteration 14Q: 3 clusters Score -75596.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -75596.226562 Penalty: 2190.668945 Iteration 15F: 3 clusters Score -75596.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Entering Unmasked Estep Score: -101081.750000 Penalty: 1149.268555 Iteration 0F: 2 clusters Score -101081.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -99574.078125 Penalty: 2298.537109 Iteration 0F: 3 clusters Score -99574.08 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -100063.398438 Penalty: 2298.537109 Iteration 1F: 3 clusters Score -100063.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -100247.562500 Penalty: 2298.537109 Iteration 2F: 3 clusters Score -100247.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -100363.609375 Penalty: 2298.537109 Iteration 3F: 3 clusters Score -100363.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -100431.281250 Penalty: 2298.537109 Iteration 4Q: 3 clusters Score -100431.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -100474.187500 Penalty: 2298.537109 Iteration 5Q: 3 clusters Score -100474.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -100489.593750 Penalty: 2298.537109 Iteration 6Q: 3 clusters Score -100489.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -100494.500000 Penalty: 2298.537109 Iteration 7Q: 3 clusters Score -100494.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -100496.421875 Penalty: 2298.537109 Iteration 8Q: 3 clusters Score -100496.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -100498.085938 Penalty: 2298.537109 Iteration 9Q: 3 clusters Score -100498.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -100501.984375 Penalty: 2298.537109 Iteration 10Q: 3 clusters Score -100502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100502.984375 Penalty: 2298.537109 Iteration 11Q: 3 clusters Score -100503 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100502.984375 Penalty: 2298.537109 Iteration 12F: 3 clusters Score -100503 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Entering Unmasked Estep Score: -601680.187500 Penalty: 1419.418335 Iteration 0F: 2 clusters Score -601680.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -596937.750000 Penalty: 2838.836670 Iteration 0F: 3 clusters Score -596937.8 nChanged 2571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -598541.500000 Penalty: 2838.836670 Iteration 1F: 3 clusters Score -598541.5 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -598908.312500 Penalty: 2838.836670 Iteration 2F: 3 clusters Score -598908.3 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -599241.187500 Penalty: 2838.836670 Iteration 3F: 3 clusters Score -599241.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -599610.625000 Penalty: 2838.836670 Iteration 4F: 3 clusters Score -599610.6 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -600061.500000 Penalty: 2838.836670 Iteration 5F: 3 clusters Score -600061.5 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -600573.687500 Penalty: 2838.836670 Iteration 6F: 3 clusters Score -600573.7 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -600953.250000 Penalty: 2838.836670 Iteration 7F: 3 clusters Score -600953.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -601160.687500 Penalty: 2838.836670 Iteration 8Q: 3 clusters Score -601160.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -601266.500000 Penalty: 2838.836670 Iteration 9Q: 3 clusters Score -601266.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -601312.375000 Penalty: 2838.836670 Iteration 10Q: 3 clusters Score -601312.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -601337.562500 Penalty: 2838.836670 Iteration 11Q: 3 clusters Score -601337.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -601352.062500 Penalty: 2838.836670 Iteration 12Q: 3 clusters Score -601352.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -601360.250000 Penalty: 2838.836670 Iteration 13Q: 3 clusters Score -601360.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -601366.062500 Penalty: 2838.836670 Iteration 14Q: 3 clusters Score -601366.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -601367.687500 Penalty: 2838.836670 Iteration 15Q: 3 clusters Score -601367.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -601369.062500 Penalty: 2838.836670 Iteration 16Q: 3 clusters Score -601369.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -601371.125000 Penalty: 2838.836670 Iteration 17Q: 3 clusters Score -601371.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -601370.437500 Penalty: 2838.836670 Iteration 18Q: 3 clusters Score -601370.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -601372.250000 Penalty: 2838.836670 Iteration 19Q: 3 clusters Score -601372.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -601372.875000 Penalty: 2838.836670 Iteration 20F: 3 clusters Score -601372.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -601376.375000 Penalty: 2838.836670 Iteration 21Q: 3 clusters Score -601376.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -601375.625000 Penalty: 2838.836670 Iteration 22Q: 3 clusters Score -601375.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -601376.812500 Penalty: 2838.836670 Iteration 23Q: 3 clusters Score -601376.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -601376.250000 Penalty: 2838.836670 Iteration 24Q: 3 clusters Score -601376.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -601377.500000 Penalty: 2838.836670 Iteration 25Q: 3 clusters Score -601377.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -601376.562500 Penalty: 2838.836670 Iteration 26Q: 3 clusters Score -601376.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -601377.125000 Penalty: 2838.836670 Iteration 27Q: 3 clusters Score -601377.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -601379.375000 Penalty: 2838.836670 Iteration 28Q: 3 clusters Score -601379.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -601381.000000 Penalty: 2838.836670 Iteration 29Q: 3 clusters Score -601381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -601380.500000 Penalty: 2838.836670 Iteration 30Q: 3 clusters Score -601380.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -601380.500000 Penalty: 2838.836670 Iteration 31F: 3 clusters Score -601380.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Entering Unmasked Estep Score: -214384.250000 Penalty: 1248.478271 Iteration 0F: 2 clusters Score -214384.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -212194.343750 Penalty: 2496.956543 Iteration 0F: 3 clusters Score -212194.3 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -212674.921875 Penalty: 2496.956543 Iteration 1F: 3 clusters Score -212674.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -212774.093750 Penalty: 2496.956543 Iteration 2F: 3 clusters Score -212774.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -212837.062500 Penalty: 2496.956543 Iteration 3Q: 3 clusters Score -212837.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -212890.406250 Penalty: 2496.956543 Iteration 4Q: 3 clusters Score -212890.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -212929.187500 Penalty: 2496.956543 Iteration 5Q: 3 clusters Score -212929.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -212963.328125 Penalty: 2496.956543 Iteration 6Q: 3 clusters Score -212963.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -212985.406250 Penalty: 2496.956543 Iteration 7Q: 3 clusters Score -212985.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -213002.812500 Penalty: 2496.956543 Iteration 8Q: 3 clusters Score -213002.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -213016.968750 Penalty: 2496.956543 Iteration 9Q: 3 clusters Score -213017 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -213025.500000 Penalty: 2496.956543 Iteration 10Q: 3 clusters Score -213025.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -213033.390625 Penalty: 2496.956543 Iteration 11Q: 3 clusters Score -213033.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -213040.375000 Penalty: 2496.956543 Iteration 12Q: 3 clusters Score -213040.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -213048.421875 Penalty: 2496.956543 Iteration 13Q: 3 clusters Score -213048.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -213056.484375 Penalty: 2496.956543 Iteration 14Q: 3 clusters Score -213056.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -213067.109375 Penalty: 2496.956543 Iteration 15Q: 3 clusters Score -213067.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -213073.468750 Penalty: 2496.956543 Iteration 16Q: 3 clusters Score -213073.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -213079.546875 Penalty: 2496.956543 Iteration 17Q: 3 clusters Score -213079.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -213088.671875 Penalty: 2496.956543 Iteration 18Q: 3 clusters Score -213088.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -213099.140625 Penalty: 2496.956543 Iteration 19Q: 3 clusters Score -213099.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -213108.984375 Penalty: 2496.956543 Iteration 20F: 3 clusters Score -213109 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -213125.921875 Penalty: 2496.956543 Iteration 21Q: 3 clusters Score -213125.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -213152.718750 Penalty: 2496.956543 Iteration 22Q: 3 clusters Score -213152.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -213181.812500 Penalty: 2496.956543 Iteration 23Q: 3 clusters Score -213181.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -213209.453125 Penalty: 2496.956543 Iteration 24Q: 3 clusters Score -213209.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -213241.625000 Penalty: 2496.956543 Iteration 25Q: 3 clusters Score -213241.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -213260.015625 Penalty: 2496.956543 Iteration 26Q: 3 clusters Score -213260 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -213272.812500 Penalty: 2496.956543 Iteration 27Q: 3 clusters Score -213272.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -213287.281250 Penalty: 2496.956543 Iteration 28Q: 3 clusters Score -213287.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -213299.750000 Penalty: 2496.956543 Iteration 29Q: 3 clusters Score -213299.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -213306.750000 Penalty: 2496.956543 Iteration 30Q: 3 clusters Score -213306.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -213311.625000 Penalty: 2496.956543 Iteration 31Q: 3 clusters Score -213311.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -213314.546875 Penalty: 2496.956543 Iteration 32Q: 3 clusters Score -213314.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -213318.187500 Penalty: 2496.956543 Iteration 33Q: 3 clusters Score -213318.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -213321.250000 Penalty: 2496.956543 Iteration 34Q: 3 clusters Score -213321.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -213323.984375 Penalty: 2496.956543 Iteration 35Q: 3 clusters Score -213324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -213327.359375 Penalty: 2496.956543 Iteration 36Q: 3 clusters Score -213327.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -213330.406250 Penalty: 2496.956543 Iteration 37Q: 3 clusters Score -213330.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -213331.140625 Penalty: 2496.956543 Iteration 38Q: 3 clusters Score -213331.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -213331.687500 Penalty: 2496.956543 Iteration 39Q: 3 clusters Score -213331.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -213332.312500 Penalty: 2496.956543 Iteration 40F: 3 clusters Score -213332.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Entering Unmasked Estep Score: -162686.640625 Penalty: 1205.649414 Iteration 0F: 2 clusters Score -162686.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -160776.781250 Penalty: 2411.298828 Iteration 0F: 3 clusters Score -160776.8 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -161179.859375 Penalty: 2411.298828 Iteration 1F: 3 clusters Score -161179.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -161321.687500 Penalty: 2411.298828 Iteration 2F: 3 clusters Score -161321.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -161420.671875 Penalty: 2411.298828 Iteration 3F: 3 clusters Score -161420.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -161535.046875 Penalty: 2411.298828 Iteration 4F: 3 clusters Score -161535 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -161642.000000 Penalty: 2411.298828 Iteration 5F: 3 clusters Score -161642 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -161760.593750 Penalty: 2411.298828 Iteration 6Q: 3 clusters Score -161760.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -161908.750000 Penalty: 2411.298828 Iteration 7F: 3 clusters Score -161908.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -162049.875000 Penalty: 2411.298828 Iteration 8F: 3 clusters Score -162049.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -162164.468750 Penalty: 2411.298828 Iteration 9Q: 3 clusters Score -162164.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -162227.312500 Penalty: 2411.298828 Iteration 10Q: 3 clusters Score -162227.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -162271.531250 Penalty: 2411.298828 Iteration 11Q: 3 clusters Score -162271.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -162301.218750 Penalty: 2411.298828 Iteration 12Q: 3 clusters Score -162301.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -162326.953125 Penalty: 2411.298828 Iteration 13Q: 3 clusters Score -162327 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -162346.859375 Penalty: 2411.298828 Iteration 14Q: 3 clusters Score -162346.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -162355.375000 Penalty: 2411.298828 Iteration 15Q: 3 clusters Score -162355.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -162363.359375 Penalty: 2411.298828 Iteration 16Q: 3 clusters Score -162363.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -162371.265625 Penalty: 2411.298828 Iteration 17Q: 3 clusters Score -162371.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -162376.000000 Penalty: 2411.298828 Iteration 18Q: 3 clusters Score -162376 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -162381.546875 Penalty: 2411.298828 Iteration 19Q: 3 clusters Score -162381.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -162391.140625 Penalty: 2411.298828 Iteration 20F: 3 clusters Score -162391.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -162399.453125 Penalty: 2411.298828 Iteration 21Q: 3 clusters Score -162399.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -162415.625000 Penalty: 2411.298828 Iteration 22Q: 3 clusters Score -162415.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -162419.578125 Penalty: 2411.298828 Iteration 23Q: 3 clusters Score -162419.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -162426.437500 Penalty: 2411.298828 Iteration 24Q: 3 clusters Score -162426.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -162428.343750 Penalty: 2411.298828 Iteration 25Q: 3 clusters Score -162428.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -162430.046875 Penalty: 2411.298828 Iteration 26Q: 3 clusters Score -162430 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -162432.500000 Penalty: 2411.298828 Iteration 27Q: 3 clusters Score -162432.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -162432.843750 Penalty: 2411.298828 Iteration 28Q: 3 clusters Score -162432.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -162435.765625 Penalty: 2411.298828 Iteration 29Q: 3 clusters Score -162435.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -162438.578125 Penalty: 2411.298828 Iteration 30Q: 3 clusters Score -162438.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -162439.531250 Penalty: 2411.298828 Iteration 31Q: 3 clusters Score -162439.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -162441.484375 Penalty: 2411.298828 Iteration 32Q: 3 clusters Score -162441.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -162442.109375 Penalty: 2411.298828 Iteration 33Q: 3 clusters Score -162442.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -162442.734375 Penalty: 2411.298828 Iteration 34Q: 3 clusters Score -162442.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -162443.906250 Penalty: 2411.298828 Iteration 35Q: 3 clusters Score -162443.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -162444.656250 Penalty: 2411.298828 Iteration 36Q: 3 clusters Score -162444.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -162444.656250 Penalty: 2411.298828 Iteration 37F: 3 clusters Score -162444.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Entering Unmasked Estep Score: -93482.625000 Penalty: 1113.145508 Iteration 0F: 2 clusters Score -93482.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -92069.226562 Penalty: 2226.291016 Iteration 0F: 3 clusters Score -92069.23 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -92310.062500 Penalty: 2226.291016 Iteration 1F: 3 clusters Score -92310.06 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -92414.453125 Penalty: 2226.291016 Iteration 2F: 3 clusters Score -92414.45 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -92522.625000 Penalty: 2226.291016 Iteration 3F: 3 clusters Score -92522.62 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -92688.898438 Penalty: 2226.291016 Iteration 4F: 3 clusters Score -92688.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -92877.484375 Penalty: 2226.291016 Iteration 5F: 3 clusters Score -92877.48 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -93159.742188 Penalty: 2226.291016 Iteration 6F: 3 clusters Score -93159.74 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -93298.351562 Penalty: 2226.291016 Iteration 7F: 3 clusters Score -93298.35 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -93359.304688 Penalty: 2226.291016 Iteration 8Q: 3 clusters Score -93359.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -93395.382812 Penalty: 2226.291016 Iteration 9Q: 3 clusters Score -93395.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -93407.023438 Penalty: 2226.291016 Iteration 10Q: 3 clusters Score -93407.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -93414.156250 Penalty: 2226.291016 Iteration 11Q: 3 clusters Score -93414.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -93418.023438 Penalty: 2226.291016 Iteration 12Q: 3 clusters Score -93418.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -93419.976562 Penalty: 2226.291016 Iteration 13Q: 3 clusters Score -93419.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -93422.562500 Penalty: 2226.291016 Iteration 14Q: 3 clusters Score -93422.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -93422.953125 Penalty: 2226.291016 Iteration 15Q: 3 clusters Score -93422.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -93424.109375 Penalty: 2226.291016 Iteration 16Q: 3 clusters Score -93424.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -93425.406250 Penalty: 2226.291016 Iteration 17Q: 3 clusters Score -93425.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -93426.765625 Penalty: 2226.291016 Iteration 18Q: 3 clusters Score -93426.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -93426.765625 Penalty: 2226.291016 Iteration 19F: 3 clusters Score -93426.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Entering Unmasked Estep Score: -101338.132812 Penalty: 1152.137451 Iteration 0F: 2 clusters Score -101338.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -99778.914062 Penalty: 2304.274902 Iteration 0F: 3 clusters Score -99778.91 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -100108.148438 Penalty: 2304.274902 Iteration 1F: 3 clusters Score -100108.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -100258.429688 Penalty: 2304.274902 Iteration 2F: 3 clusters Score -100258.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -100383.484375 Penalty: 2304.274902 Iteration 3F: 3 clusters Score -100383.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -100492.570312 Penalty: 2304.274902 Iteration 4F: 3 clusters Score -100492.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -100597.726562 Penalty: 2304.274902 Iteration 5Q: 3 clusters Score -100597.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -100688.117188 Penalty: 2304.274902 Iteration 6Q: 3 clusters Score -100688.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -100760.562500 Penalty: 2304.274902 Iteration 7Q: 3 clusters Score -100760.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100801.375000 Penalty: 2304.274902 Iteration 8Q: 3 clusters Score -100801.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -100821.242188 Penalty: 2304.274902 Iteration 9Q: 3 clusters Score -100821.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -100843.953125 Penalty: 2304.274902 Iteration 10Q: 3 clusters Score -100844 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -100887.882812 Penalty: 2304.274902 Iteration 11Q: 3 clusters Score -100887.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -100932.562500 Penalty: 2304.274902 Iteration 12Q: 3 clusters Score -100932.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -100977.195312 Penalty: 2304.274902 Iteration 13Q: 3 clusters Score -100977.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -101000.929688 Penalty: 2304.274902 Iteration 14Q: 3 clusters Score -101000.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -101015.304688 Penalty: 2304.274902 Iteration 15Q: 3 clusters Score -101015.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -101045.234375 Penalty: 2304.274902 Iteration 16Q: 3 clusters Score -101045.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -101056.882812 Penalty: 2304.274902 Iteration 17Q: 3 clusters Score -101056.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -101061.976562 Penalty: 2304.274902 Iteration 18Q: 3 clusters Score -101062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -101062.929688 Penalty: 2304.274902 Iteration 19Q: 3 clusters Score -101062.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -101065.609375 Penalty: 2304.274902 Iteration 20F: 3 clusters Score -101065.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (8338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Entering Unmasked Estep Score: -826963.375000 Penalty: 1467.144043 Iteration 0F: 2 clusters Score -826963.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -820865.750000 Penalty: 2934.288086 Iteration 0F: 3 clusters Score -820865.8 nChanged 3556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -822850.687500 Penalty: 2934.288086 Iteration 1F: 3 clusters Score -822850.7 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -823097.687500 Penalty: 2934.288086 Iteration 2F: 3 clusters Score -823097.7 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -823296.562500 Penalty: 2934.288086 Iteration 3F: 3 clusters Score -823296.6 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -823445.000000 Penalty: 2934.288086 Iteration 4Q: 3 clusters Score -823445 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -823560.437500 Penalty: 2934.288086 Iteration 5Q: 3 clusters Score -823560.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -823678.312500 Penalty: 2934.288086 Iteration 6Q: 3 clusters Score -823678.3 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -823778.875000 Penalty: 2934.288086 Iteration 7Q: 3 clusters Score -823778.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -823866.812500 Penalty: 2934.288086 Iteration 8Q: 3 clusters Score -823866.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -823957.250000 Penalty: 2934.288086 Iteration 9Q: 3 clusters Score -823957.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -824055.875000 Penalty: 2934.288086 Iteration 10Q: 3 clusters Score -824055.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -824177.375000 Penalty: 2934.288086 Iteration 11Q: 3 clusters Score -824177.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -824318.312500 Penalty: 2934.288086 Iteration 12Q: 3 clusters Score -824318.3 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -824503.812500 Penalty: 2934.288086 Iteration 13Q: 3 clusters Score -824503.8 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -824709.437500 Penalty: 2934.288086 Iteration 14Q: 3 clusters Score -824709.4 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -824939.500000 Penalty: 2934.288086 Iteration 15Q: 3 clusters Score -824939.5 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -825185.250000 Penalty: 2934.288086 Iteration 16Q: 3 clusters Score -825185.2 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -825416.750000 Penalty: 2934.288086 Iteration 17Q: 3 clusters Score -825416.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -825590.312500 Penalty: 2934.288086 Iteration 18Q: 3 clusters Score -825590.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -825691.937500 Penalty: 2934.288086 Iteration 19Q: 3 clusters Score -825691.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -825739.687500 Penalty: 2934.288086 Iteration 20F: 3 clusters Score -825739.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -825787.187500 Penalty: 2934.288086 Iteration 21Q: 3 clusters Score -825787.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -825828.437500 Penalty: 2934.288086 Iteration 22Q: 3 clusters Score -825828.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -825858.500000 Penalty: 2934.288086 Iteration 23Q: 3 clusters Score -825858.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -825883.062500 Penalty: 2934.288086 Iteration 24Q: 3 clusters Score -825883.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -825891.312500 Penalty: 2934.288086 Iteration 25Q: 3 clusters Score -825891.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -825897.000000 Penalty: 2934.288086 Iteration 26Q: 3 clusters Score -825897 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -825898.812500 Penalty: 2934.288086 Iteration 27Q: 3 clusters Score -825898.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -825901.312500 Penalty: 2934.288086 Iteration 28Q: 3 clusters Score -825901.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -825905.312500 Penalty: 2934.288086 Iteration 29Q: 3 clusters Score -825905.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -825905.375000 Penalty: 2934.288086 Iteration 30Q: 3 clusters Score -825905.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -825905.375000 Penalty: 2934.288086 Iteration 31F: 3 clusters Score -825905.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Entering Unmasked Estep Score: -62033.210938 Penalty: 1054.742554 Iteration 0F: 2 clusters Score -62033.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -60854.398438 Penalty: 2109.485107 Iteration 0F: 3 clusters Score -60854.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -61044.039062 Penalty: 2109.485107 Iteration 1F: 3 clusters Score -61044.04 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -61106.785156 Penalty: 2109.485107 Iteration 2F: 3 clusters Score -61106.79 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -61154.074219 Penalty: 2109.485107 Iteration 3Q: 3 clusters Score -61154.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -61200.316406 Penalty: 2109.485107 Iteration 4Q: 3 clusters Score -61200.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -61242.199219 Penalty: 2109.485107 Iteration 5Q: 3 clusters Score -61242.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -61285.250000 Penalty: 2109.485107 Iteration 6Q: 3 clusters Score -61285.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -61311.699219 Penalty: 2109.485107 Iteration 7Q: 3 clusters Score -61311.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -61328.828125 Penalty: 2109.485107 Iteration 8Q: 3 clusters Score -61328.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -61336.425781 Penalty: 2109.485107 Iteration 9Q: 3 clusters Score -61336.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -61338.722656 Penalty: 2109.485107 Iteration 10Q: 3 clusters Score -61338.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -61338.722656 Penalty: 2109.485107 Iteration 11F: 3 clusters Score -61338.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Entering Unmasked Estep Score: -80227.195312 Penalty: 1094.177734 Iteration 0F: 2 clusters Score -80227.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -78894.687500 Penalty: 2188.355469 Iteration 0F: 3 clusters Score -78894.69 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -79124.218750 Penalty: 2188.355469 Iteration 1F: 3 clusters Score -79124.22 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -79209.296875 Penalty: 2188.355469 Iteration 2F: 3 clusters Score -79209.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -79268.789062 Penalty: 2188.355469 Iteration 3Q: 3 clusters Score -79268.79 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -79306.125000 Penalty: 2188.355469 Iteration 4Q: 3 clusters Score -79306.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -79332.671875 Penalty: 2188.355469 Iteration 5Q: 3 clusters Score -79332.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -79352.875000 Penalty: 2188.355469 Iteration 6Q: 3 clusters Score -79352.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -79364.976562 Penalty: 2188.355469 Iteration 7Q: 3 clusters Score -79364.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -79371.773438 Penalty: 2188.355469 Iteration 8Q: 3 clusters Score -79371.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -79381.523438 Penalty: 2188.355469 Iteration 9Q: 3 clusters Score -79381.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -79389.062500 Penalty: 2188.355469 Iteration 10Q: 3 clusters Score -79389.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -79394.359375 Penalty: 2188.355469 Iteration 11Q: 3 clusters Score -79394.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -79399.734375 Penalty: 2188.355469 Iteration 12Q: 3 clusters Score -79399.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -79401.734375 Penalty: 2188.355469 Iteration 13Q: 3 clusters Score -79401.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -79403.015625 Penalty: 2188.355469 Iteration 14Q: 3 clusters Score -79403.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -79403.625000 Penalty: 2188.355469 Iteration 15Q: 3 clusters Score -79403.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -79403.625000 Penalty: 2188.355469 Iteration 16F: 3 clusters Score -79403.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (1492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Entering Unmasked Estep Score: -144047.000000 Penalty: 1187.529297 Iteration 0F: 2 clusters Score -144047 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 732 members Entering Unmasked Estep Score: -142269.171875 Penalty: 2375.058594 Iteration 0F: 3 clusters Score -142269.2 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -142675.000000 Penalty: 2375.058594 Iteration 1F: 3 clusters Score -142675 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -142837.734375 Penalty: 2375.058594 Iteration 2F: 3 clusters Score -142837.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -142943.281250 Penalty: 2375.058594 Iteration 3F: 3 clusters Score -142943.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -143012.234375 Penalty: 2375.058594 Iteration 4Q: 3 clusters Score -143012.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -143083.875000 Penalty: 2375.058594 Iteration 5Q: 3 clusters Score -143083.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -143149.343750 Penalty: 2375.058594 Iteration 6Q: 3 clusters Score -143149.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -143202.234375 Penalty: 2375.058594 Iteration 7Q: 3 clusters Score -143202.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -143250.046875 Penalty: 2375.058594 Iteration 8Q: 3 clusters Score -143250 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -143293.562500 Penalty: 2375.058594 Iteration 9Q: 3 clusters Score -143293.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -143324.125000 Penalty: 2375.058594 Iteration 10Q: 3 clusters Score -143324.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -143347.640625 Penalty: 2375.058594 Iteration 11Q: 3 clusters Score -143347.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -143361.343750 Penalty: 2375.058594 Iteration 12Q: 3 clusters Score -143361.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -143375.203125 Penalty: 2375.058594 Iteration 13Q: 3 clusters Score -143375.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -143389.937500 Penalty: 2375.058594 Iteration 14Q: 3 clusters Score -143389.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -143410.312500 Penalty: 2375.058594 Iteration 15Q: 3 clusters Score -143410.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -143429.734375 Penalty: 2375.058594 Iteration 16Q: 3 clusters Score -143429.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -143446.546875 Penalty: 2375.058594 Iteration 17Q: 3 clusters Score -143446.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -143467.531250 Penalty: 2375.058594 Iteration 18Q: 3 clusters Score -143467.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -143480.125000 Penalty: 2375.058594 Iteration 19Q: 3 clusters Score -143480.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -143495.984375 Penalty: 2375.058594 Iteration 20F: 3 clusters Score -143496 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -143509.593750 Penalty: 2375.058594 Iteration 21Q: 3 clusters Score -143509.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -143521.015625 Penalty: 2375.058594 Iteration 22Q: 3 clusters Score -143521 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -143534.328125 Penalty: 2375.058594 Iteration 23Q: 3 clusters Score -143534.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -143543.187500 Penalty: 2375.058594 Iteration 24Q: 3 clusters Score -143543.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -143547.656250 Penalty: 2375.058594 Iteration 25Q: 3 clusters Score -143547.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -143554.109375 Penalty: 2375.058594 Iteration 26Q: 3 clusters Score -143554.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -143561.281250 Penalty: 2375.058594 Iteration 27Q: 3 clusters Score -143561.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -143566.531250 Penalty: 2375.058594 Iteration 28Q: 3 clusters Score -143566.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -143570.171875 Penalty: 2375.058594 Iteration 29Q: 3 clusters Score -143570.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -143575.078125 Penalty: 2375.058594 Iteration 30Q: 3 clusters Score -143575.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -143580.468750 Penalty: 2375.058594 Iteration 31Q: 3 clusters Score -143580.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -143581.812500 Penalty: 2375.058594 Iteration 32Q: 3 clusters Score -143581.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -143582.828125 Penalty: 2375.058594 Iteration 33Q: 3 clusters Score -143582.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -143582.828125 Penalty: 2375.058594 Iteration 34F: 3 clusters Score -143582.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Entering Unmasked Estep Score: -122296.789062 Penalty: 1164.643677 Iteration 0F: 2 clusters Score -122296.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -120661.812500 Penalty: 2329.287354 Iteration 0F: 3 clusters Score -120661.8 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -121012.210938 Penalty: 2329.287354 Iteration 1F: 3 clusters Score -121012.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -121164.546875 Penalty: 2329.287354 Iteration 2F: 3 clusters Score -121164.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -121290.867188 Penalty: 2329.287354 Iteration 3F: 3 clusters Score -121290.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -121423.945312 Penalty: 2329.287354 Iteration 4F: 3 clusters Score -121423.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -121518.109375 Penalty: 2329.287354 Iteration 5Q: 3 clusters Score -121518.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -121591.460938 Penalty: 2329.287354 Iteration 6Q: 3 clusters Score -121591.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -121660.226562 Penalty: 2329.287354 Iteration 7Q: 3 clusters Score -121660.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -121702.390625 Penalty: 2329.287354 Iteration 8Q: 3 clusters Score -121702.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -121735.320312 Penalty: 2329.287354 Iteration 9Q: 3 clusters Score -121735.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -121783.148438 Penalty: 2329.287354 Iteration 10Q: 3 clusters Score -121783.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -121822.359375 Penalty: 2329.287354 Iteration 11Q: 3 clusters Score -121822.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -121851.460938 Penalty: 2329.287354 Iteration 12Q: 3 clusters Score -121851.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -121866.218750 Penalty: 2329.287354 Iteration 13Q: 3 clusters Score -121866.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -121878.414062 Penalty: 2329.287354 Iteration 14Q: 3 clusters Score -121878.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -121882.664062 Penalty: 2329.287354 Iteration 15Q: 3 clusters Score -121882.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -121885.851562 Penalty: 2329.287354 Iteration 16Q: 3 clusters Score -121885.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -121886.578125 Penalty: 2329.287354 Iteration 17Q: 3 clusters Score -121886.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -121887.359375 Penalty: 2329.287354 Iteration 18Q: 3 clusters Score -121887.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -121887.359375 Penalty: 2329.287354 Iteration 19F: 3 clusters Score -121887.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (8237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Entering Unmasked Estep Score: -813404.062500 Penalty: 1465.163696 Iteration 0F: 2 clusters Score -813404.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -807306.812500 Penalty: 2930.327393 Iteration 0F: 3 clusters Score -807306.8 nChanged 3517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -809197.437500 Penalty: 2930.327393 Iteration 1F: 3 clusters Score -809197.4 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -809471.437500 Penalty: 2930.327393 Iteration 2F: 3 clusters Score -809471.4 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -809779.000000 Penalty: 2930.327393 Iteration 3F: 3 clusters Score -809779 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -810074.062500 Penalty: 2930.327393 Iteration 4F: 3 clusters Score -810074.1 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -810373.562500 Penalty: 2930.327393 Iteration 5F: 3 clusters Score -810373.6 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -810657.187500 Penalty: 2930.327393 Iteration 6F: 3 clusters Score -810657.2 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -810929.750000 Penalty: 2930.327393 Iteration 7F: 3 clusters Score -810929.8 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -811164.312500 Penalty: 2930.327393 Iteration 8Q: 3 clusters Score -811164.3 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -811371.562500 Penalty: 2930.327393 Iteration 9Q: 3 clusters Score -811371.6 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -811556.812500 Penalty: 2930.327393 Iteration 10Q: 3 clusters Score -811556.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -811702.000000 Penalty: 2930.327393 Iteration 11Q: 3 clusters Score -811702 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -811813.562500 Penalty: 2930.327393 Iteration 12Q: 3 clusters Score -811813.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -811922.437500 Penalty: 2930.327393 Iteration 13Q: 3 clusters Score -811922.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -812004.312500 Penalty: 2930.327393 Iteration 14Q: 3 clusters Score -812004.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -812070.937500 Penalty: 2930.327393 Iteration 15Q: 3 clusters Score -812070.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -812127.437500 Penalty: 2930.327393 Iteration 16Q: 3 clusters Score -812127.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -812173.750000 Penalty: 2930.327393 Iteration 17Q: 3 clusters Score -812173.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -812205.562500 Penalty: 2930.327393 Iteration 18Q: 3 clusters Score -812205.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -812234.687500 Penalty: 2930.327393 Iteration 19Q: 3 clusters Score -812234.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -812255.375000 Penalty: 2930.327393 Iteration 20F: 3 clusters Score -812255.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -812270.812500 Penalty: 2930.327393 Iteration 21Q: 3 clusters Score -812270.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -812279.437500 Penalty: 2930.327393 Iteration 22Q: 3 clusters Score -812279.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -812286.250000 Penalty: 2930.327393 Iteration 23Q: 3 clusters Score -812286.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -812293.187500 Penalty: 2930.327393 Iteration 24Q: 3 clusters Score -812293.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -812295.000000 Penalty: 2930.327393 Iteration 25Q: 3 clusters Score -812295 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -812295.125000 Penalty: 2930.327393 Iteration 26Q: 3 clusters Score -812295.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -812301.062500 Penalty: 2930.327393 Iteration 27Q: 3 clusters Score -812301.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -812305.187500 Penalty: 2930.327393 Iteration 28Q: 3 clusters Score -812305.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -812309.937500 Penalty: 2930.327393 Iteration 29Q: 3 clusters Score -812309.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -812315.312500 Penalty: 2930.327393 Iteration 30Q: 3 clusters Score -812315.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -812315.375000 Penalty: 2930.327393 Iteration 31Q: 3 clusters Score -812315.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -812317.062500 Penalty: 2930.327393 Iteration 32Q: 3 clusters Score -812317.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -812320.250000 Penalty: 2930.327393 Iteration 33Q: 3 clusters Score -812320.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -812321.437500 Penalty: 2930.327393 Iteration 34Q: 3 clusters Score -812321.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -812324.750000 Penalty: 2930.327393 Iteration 35Q: 3 clusters Score -812324.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -812326.312500 Penalty: 2930.327393 Iteration 36Q: 3 clusters Score -812326.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -812326.500000 Penalty: 2930.327393 Iteration 37Q: 3 clusters Score -812326.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -812327.312500 Penalty: 2930.327393 Iteration 38Q: 3 clusters Score -812327.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -812327.312500 Penalty: 2930.327393 Iteration 39F: 3 clusters Score -812327.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Entering Unmasked Estep Score: -184862.875000 Penalty: 1221.861816 Iteration 0F: 2 clusters Score -184862.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -182926.984375 Penalty: 2443.723633 Iteration 0F: 3 clusters Score -182927 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -183453.296875 Penalty: 2443.723633 Iteration 1F: 3 clusters Score -183453.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -183645.687500 Penalty: 2443.723633 Iteration 2F: 3 clusters Score -183645.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -183834.984375 Penalty: 2443.723633 Iteration 3F: 3 clusters Score -183835 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -184021.781250 Penalty: 2443.723633 Iteration 4F: 3 clusters Score -184021.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -184134.406250 Penalty: 2443.723633 Iteration 5Q: 3 clusters Score -184134.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -184217.484375 Penalty: 2443.723633 Iteration 6Q: 3 clusters Score -184217.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -184272.656250 Penalty: 2443.723633 Iteration 7Q: 3 clusters Score -184272.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -184323.500000 Penalty: 2443.723633 Iteration 8Q: 3 clusters Score -184323.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -184368.890625 Penalty: 2443.723633 Iteration 9Q: 3 clusters Score -184368.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -184409.125000 Penalty: 2443.723633 Iteration 10Q: 3 clusters Score -184409.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -184445.218750 Penalty: 2443.723633 Iteration 11Q: 3 clusters Score -184445.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -184469.703125 Penalty: 2443.723633 Iteration 12Q: 3 clusters Score -184469.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -184488.625000 Penalty: 2443.723633 Iteration 13Q: 3 clusters Score -184488.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -184506.515625 Penalty: 2443.723633 Iteration 14Q: 3 clusters Score -184506.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -184530.218750 Penalty: 2443.723633 Iteration 15Q: 3 clusters Score -184530.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -184543.234375 Penalty: 2443.723633 Iteration 16Q: 3 clusters Score -184543.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -184556.031250 Penalty: 2443.723633 Iteration 17Q: 3 clusters Score -184556 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -184568.812500 Penalty: 2443.723633 Iteration 18Q: 3 clusters Score -184568.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -184579.390625 Penalty: 2443.723633 Iteration 19Q: 3 clusters Score -184579.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -184586.140625 Penalty: 2443.723633 Iteration 20F: 3 clusters Score -184586.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -184595.390625 Penalty: 2443.723633 Iteration 21Q: 3 clusters Score -184595.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -184604.750000 Penalty: 2443.723633 Iteration 22Q: 3 clusters Score -184604.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -184614.375000 Penalty: 2443.723633 Iteration 23Q: 3 clusters Score -184614.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -184623.187500 Penalty: 2443.723633 Iteration 24Q: 3 clusters Score -184623.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -184628.312500 Penalty: 2443.723633 Iteration 25Q: 3 clusters Score -184628.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -184629.437500 Penalty: 2443.723633 Iteration 26Q: 3 clusters Score -184629.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -184631.015625 Penalty: 2443.723633 Iteration 27Q: 3 clusters Score -184631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -184632.062500 Penalty: 2443.723633 Iteration 28Q: 3 clusters Score -184632.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -184633.484375 Penalty: 2443.723633 Iteration 29Q: 3 clusters Score -184633.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -184634.375000 Penalty: 2443.723633 Iteration 30Q: 3 clusters Score -184634.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -184634.375000 Penalty: 2443.723633 Iteration 31F: 3 clusters Score -184634.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Entering Unmasked Estep Score: -83573.234375 Penalty: 1096.863892 Iteration 0F: 2 clusters Score -83573.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -82240.703125 Penalty: 2193.727783 Iteration 0F: 3 clusters Score -82240.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -82485.265625 Penalty: 2193.727783 Iteration 1F: 3 clusters Score -82485.27 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -82587.375000 Penalty: 2193.727783 Iteration 2F: 3 clusters Score -82587.38 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -82678.625000 Penalty: 2193.727783 Iteration 3F: 3 clusters Score -82678.62 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -82800.132812 Penalty: 2193.727783 Iteration 4Q: 3 clusters Score -82800.13 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -82976.468750 Penalty: 2193.727783 Iteration 5F: 3 clusters Score -82976.47 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -83157.578125 Penalty: 2193.727783 Iteration 6F: 3 clusters Score -83157.58 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -83333.507812 Penalty: 2193.727783 Iteration 7F: 3 clusters Score -83333.51 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -83432.632812 Penalty: 2193.727783 Iteration 8Q: 3 clusters Score -83432.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -83478.187500 Penalty: 2193.727783 Iteration 9Q: 3 clusters Score -83478.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -83492.546875 Penalty: 2193.727783 Iteration 10Q: 3 clusters Score -83492.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -83499.484375 Penalty: 2193.727783 Iteration 11Q: 3 clusters Score -83499.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -83502.093750 Penalty: 2193.727783 Iteration 12Q: 3 clusters Score -83502.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -83502.093750 Penalty: 2193.727783 Iteration 13F: 3 clusters Score -83502.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Entering Unmasked Estep Score: -109824.039062 Penalty: 1141.071167 Iteration 0F: 2 clusters Score -109824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -108313.039062 Penalty: 2282.142334 Iteration 0F: 3 clusters Score -108313 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -108566.710938 Penalty: 2282.142334 Iteration 1F: 3 clusters Score -108566.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -108633.671875 Penalty: 2282.142334 Iteration 2F: 3 clusters Score -108633.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -108682.992188 Penalty: 2282.142334 Iteration 3Q: 3 clusters Score -108683 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -108706.625000 Penalty: 2282.142334 Iteration 4Q: 3 clusters Score -108706.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -108719.085938 Penalty: 2282.142334 Iteration 5Q: 3 clusters Score -108719.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -108728.023438 Penalty: 2282.142334 Iteration 6Q: 3 clusters Score -108728 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -108734.601562 Penalty: 2282.142334 Iteration 7Q: 3 clusters Score -108734.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -108739.289062 Penalty: 2282.142334 Iteration 8Q: 3 clusters Score -108739.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -108742.515625 Penalty: 2282.142334 Iteration 9Q: 3 clusters Score -108742.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -108746.195312 Penalty: 2282.142334 Iteration 10Q: 3 clusters Score -108746.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -108749.382812 Penalty: 2282.142334 Iteration 11Q: 3 clusters Score -108749.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -108750.109375 Penalty: 2282.142334 Iteration 12Q: 3 clusters Score -108750.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -108752.148438 Penalty: 2282.142334 Iteration 13Q: 3 clusters Score -108752.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -108755.710938 Penalty: 2282.142334 Iteration 14Q: 3 clusters Score -108755.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -108758.765625 Penalty: 2282.142334 Iteration 15Q: 3 clusters Score -108758.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -108760.218750 Penalty: 2282.142334 Iteration 16Q: 3 clusters Score -108760.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -108761.250000 Penalty: 2282.142334 Iteration 17Q: 3 clusters Score -108761.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -108761.250000 Penalty: 2282.142334 Iteration 18F: 3 clusters Score -108761.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Entering Unmasked Estep Score: -100102.046875 Penalty: 1127.628784 Iteration 0F: 2 clusters Score -100102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -98661.421875 Penalty: 2255.257568 Iteration 0F: 3 clusters Score -98661.42 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -98945.015625 Penalty: 2255.257568 Iteration 1F: 3 clusters Score -98945.02 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -99040.539062 Penalty: 2255.257568 Iteration 2F: 3 clusters Score -99040.54 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -99078.578125 Penalty: 2255.257568 Iteration 3Q: 3 clusters Score -99078.58 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -99111.468750 Penalty: 2255.257568 Iteration 4Q: 3 clusters Score -99111.47 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -99134.554688 Penalty: 2255.257568 Iteration 5Q: 3 clusters Score -99134.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -99150.062500 Penalty: 2255.257568 Iteration 6Q: 3 clusters Score -99150.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -99164.273438 Penalty: 2255.257568 Iteration 7Q: 3 clusters Score -99164.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -99170.218750 Penalty: 2255.257568 Iteration 8Q: 3 clusters Score -99170.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -99174.546875 Penalty: 2255.257568 Iteration 9Q: 3 clusters Score -99174.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -99177.164062 Penalty: 2255.257568 Iteration 10Q: 3 clusters Score -99177.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -99179.906250 Penalty: 2255.257568 Iteration 11Q: 3 clusters Score -99179.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -99181.039062 Penalty: 2255.257568 Iteration 12Q: 3 clusters Score -99181.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -99181.328125 Penalty: 2255.257568 Iteration 13Q: 3 clusters Score -99181.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -99181.609375 Penalty: 2255.257568 Iteration 14Q: 3 clusters Score -99181.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -99182.375000 Penalty: 2255.257568 Iteration 15Q: 3 clusters Score -99182.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -99182.375000 Penalty: 2255.257568 Iteration 16F: 3 clusters Score -99182.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -27988.382812 Penalty: 961.820251 Iteration 0F: 2 clusters Score -27988.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -27136.996094 Penalty: 1923.640503 Iteration 0F: 3 clusters Score -27137 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -27435.447266 Penalty: 1923.640503 Iteration 1F: 3 clusters Score -27435.45 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -27578.691406 Penalty: 1923.640503 Iteration 2F: 3 clusters Score -27578.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -27640.281250 Penalty: 1923.640503 Iteration 3Q: 3 clusters Score -27640.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -27735.464844 Penalty: 1923.640503 Iteration 4Q: 3 clusters Score -27735.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -27770.419922 Penalty: 1923.640503 Iteration 5Q: 3 clusters Score -27770.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -27777.125000 Penalty: 1923.640503 Iteration 6Q: 3 clusters Score -27777.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -27781.675781 Penalty: 1923.640503 Iteration 7Q: 3 clusters Score -27781.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -27781.675781 Penalty: 1923.640503 Iteration 8F: 3 clusters Score -27781.68 nChanged 0 --- Evaluating fit on full set of 263147 points --- Entering Unmasked Estep Score: -24358186.000000 Penalty: 68954.585938 23->35 Clusters: Score -24358186.000000, best is -24635924.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 87715 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3821 members Mstep: Class 3 contains 3909 members Mstep: Class 4 contains 3739 members Mstep: Class 5 contains 3826 members Mstep: Class 6 contains 3885 members Mstep: Class 7 contains 3723 members Mstep: Class 8 contains 3818 members Mstep: Class 9 contains 3835 members Mstep: Class 10 contains 3771 members Mstep: Class 11 contains 3741 members Mstep: Class 12 contains 3777 members Mstep: Class 13 contains 3856 members Mstep: Class 14 contains 3773 members Mstep: Class 15 contains 3749 members Mstep: Class 16 contains 4027 members Mstep: Class 17 contains 3808 members Mstep: Class 18 contains 3820 members Mstep: Class 19 contains 3856 members Mstep: Class 20 contains 3812 members Mstep: Class 21 contains 3726 members Mstep: Class 22 contains 3740 members Mstep: Class 23 contains 3799 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 48.164803 but Gain 1849.546875 Score: -7268037.000000 Penalty: 40690.109375 Iteration 0F: 23 clusters Score -7268037 nChanged 82911 Entering Unmasked Mstep Mstep: Class 0 contains 117 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 488 members Mstep: Class 3 contains 912 members Mstep: Class 4 contains 1377 members Mstep: Class 5 contains 828 members Mstep: Class 6 contains 7306 members Mstep: Class 7 contains 1817 members Mstep: Class 8 contains 2055 members Mstep: Class 9 contains 4880 members Mstep: Class 10 contains 14214 members Mstep: Class 11 contains 9606 members Mstep: Class 12 contains 1197 members Mstep: Class 13 contains 3154 members Mstep: Class 14 contains 2173 members Mstep: Class 15 contains 1711 members Mstep: Class 16 contains 4290 members Mstep: Class 17 contains 2567 members Mstep: Class 18 contains 2347 members Mstep: Class 19 contains 2708 members Mstep: Class 21 contains 975 members Mstep: Class 22 contains 903 members Mstep: Class 23 contains 21073 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 604.160889 but Gain 1849.550781 Score: -7781898.500000 Penalty: 38840.558594 Iteration 1F: 22 clusters Score -7781898 nChanged 34204 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 967 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 2873 members Mstep: Class 5 contains 703 members Mstep: Class 6 contains 7193 members Mstep: Class 7 contains 1714 members Mstep: Class 8 contains 1786 members Mstep: Class 9 contains 4534 members Mstep: Class 10 contains 16079 members Mstep: Class 11 contains 7897 members Mstep: Class 12 contains 2384 members Mstep: Class 13 contains 4779 members Mstep: Class 14 contains 1333 members Mstep: Class 15 contains 2692 members Mstep: Class 16 contains 2177 members Mstep: Class 17 contains 1233 members Mstep: Class 18 contains 2090 members Mstep: Class 19 contains 2416 members Mstep: Class 21 contains 757 members Mstep: Class 22 contains 609 members Mstep: Class 23 contains 22640 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1499.366699 but Gain 1849.550781 Score: -7942665.500000 Penalty: 36991.007812 Iteration 2F: 21 clusters Score -7942666 nChanged 20492 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 3 contains 1083 members Mstep: Class 4 contains 3721 members Mstep: Class 5 contains 934 members Mstep: Class 6 contains 5537 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 1800 members Mstep: Class 9 contains 3518 members Mstep: Class 10 contains 15706 members Mstep: Class 11 contains 10775 members Mstep: Class 12 contains 3325 members Mstep: Class 13 contains 7431 members Mstep: Class 14 contains 912 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 1479 members Mstep: Class 17 contains 807 members Mstep: Class 18 contains 1682 members Mstep: Class 19 contains 2724 members Mstep: Class 21 contains 716 members Mstep: Class 22 contains 640 members Mstep: Class 23 contains 20180 members Entering Unmasked Estep ConsiderDeletion Score: -8003186.000000 Penalty: 36991.007812 Iteration 3F: 21 clusters Score -8003186 nChanged 13143 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 3 contains 1327 members Mstep: Class 4 contains 4125 members Mstep: Class 5 contains 1074 members Mstep: Class 6 contains 4771 members Mstep: Class 7 contains 1101 members Mstep: Class 8 contains 1637 members Mstep: Class 9 contains 2704 members Mstep: Class 10 contains 12928 members Mstep: Class 11 contains 13579 members Mstep: Class 12 contains 3263 members Mstep: Class 13 contains 9892 members Mstep: Class 14 contains 846 members Mstep: Class 15 contains 4079 members Mstep: Class 16 contains 1477 members Mstep: Class 17 contains 766 members Mstep: Class 18 contains 1671 members Mstep: Class 19 contains 3278 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 761 members Mstep: Class 23 contains 17679 members Entering Unmasked Estep ConsiderDeletion Score: -8033909.500000 Penalty: 36991.007812 Iteration 4F: 21 clusters Score -8033910 nChanged 9839 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 3 contains 1700 members Mstep: Class 4 contains 4139 members Mstep: Class 5 contains 1248 members Mstep: Class 6 contains 4333 members Mstep: Class 7 contains 1142 members Mstep: Class 8 contains 1554 members Mstep: Class 9 contains 1947 members Mstep: Class 10 contains 10265 members Mstep: Class 11 contains 15232 members Mstep: Class 12 contains 2739 members Mstep: Class 13 contains 12262 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 5373 members Mstep: Class 16 contains 1524 members Mstep: Class 17 contains 830 members Mstep: Class 18 contains 1737 members Mstep: Class 19 contains 3476 members Mstep: Class 21 contains 830 members Mstep: Class 22 contains 839 members Mstep: Class 23 contains 15708 members Entering Unmasked Estep ConsiderDeletion Score: -8060880.000000 Penalty: 36991.007812 Iteration 5F: 21 clusters Score -8060880 nChanged 6846 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 3 contains 2037 members Mstep: Class 4 contains 3964 members Mstep: Class 5 contains 1368 members Mstep: Class 6 contains 4053 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 1625 members Mstep: Class 9 contains 1431 members Mstep: Class 10 contains 8266 members Mstep: Class 11 contains 15785 members Mstep: Class 12 contains 2376 members Mstep: Class 13 contains 14181 members Mstep: Class 14 contains 758 members Mstep: Class 15 contains 5959 members Mstep: Class 16 contains 1444 members Mstep: Class 17 contains 979 members Mstep: Class 18 contains 1719 members Mstep: Class 19 contains 3315 members Mstep: Class 21 contains 950 members Mstep: Class 22 contains 787 members Mstep: Class 23 contains 15364 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1798.144165 but Gain 1849.550781 Score: -8074662.500000 Penalty: 35141.457031 Iteration 6F: 20 clusters Score -8074662 nChanged 5265 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 3 contains 2320 members Mstep: Class 4 contains 3763 members Mstep: Class 5 contains 1451 members Mstep: Class 6 contains 3923 members Mstep: Class 7 contains 1574 members Mstep: Class 8 contains 1677 members Mstep: Class 9 contains 1201 members Mstep: Class 10 contains 7745 members Mstep: Class 11 contains 15986 members Mstep: Class 12 contains 2240 members Mstep: Class 13 contains 14754 members Mstep: Class 15 contains 6223 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 1286 members Mstep: Class 18 contains 1708 members Mstep: Class 19 contains 3684 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 711 members Mstep: Class 23 contains 15202 members Entering Unmasked Estep ConsiderDeletion Score: -8086108.000000 Penalty: 35141.457031 Iteration 7F: 20 clusters Score -8086108 nChanged 4078 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 3 contains 2517 members Mstep: Class 4 contains 3721 members Mstep: Class 5 contains 1494 members Mstep: Class 6 contains 3836 members Mstep: Class 7 contains 1721 members Mstep: Class 8 contains 1694 members Mstep: Class 9 contains 1127 members Mstep: Class 10 contains 8604 members Mstep: Class 11 contains 16023 members Mstep: Class 12 contains 2220 members Mstep: Class 13 contains 13910 members Mstep: Class 15 contains 6392 members Mstep: Class 16 contains 1117 members Mstep: Class 17 contains 1469 members Mstep: Class 18 contains 1690 members Mstep: Class 19 contains 3508 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 658 members Mstep: Class 23 contains 15050 members Entering Unmasked Estep ConsiderDeletion Score: -8091560.000000 Penalty: 35141.457031 Iteration 8Q: 20 clusters Score -8091560 nChanged 3425 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 3 contains 2674 members Mstep: Class 4 contains 3705 members Mstep: Class 5 contains 1544 members Mstep: Class 6 contains 3744 members Mstep: Class 7 contains 1799 members Mstep: Class 8 contains 1682 members Mstep: Class 9 contains 1098 members Mstep: Class 10 contains 9666 members Mstep: Class 11 contains 16010 members Mstep: Class 12 contains 2229 members Mstep: Class 13 contains 12835 members Mstep: Class 15 contains 6486 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 1635 members Mstep: Class 18 contains 1678 members Mstep: Class 19 contains 3414 members Mstep: Class 21 contains 928 members Mstep: Class 22 contains 622 members Mstep: Class 23 contains 14967 members Entering Unmasked Estep ConsiderDeletion Score: -8095445.500000 Penalty: 35141.457031 Iteration 9Q: 20 clusters Score -8095446 nChanged 2759 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 2766 members Mstep: Class 4 contains 3659 members Mstep: Class 5 contains 1597 members Mstep: Class 6 contains 3622 members Mstep: Class 7 contains 1854 members Mstep: Class 8 contains 1651 members Mstep: Class 9 contains 1115 members Mstep: Class 10 contains 10699 members Mstep: Class 11 contains 15925 members Mstep: Class 12 contains 2244 members Mstep: Class 13 contains 11817 members Mstep: Class 15 contains 6539 members Mstep: Class 16 contains 854 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1689 members Mstep: Class 19 contains 3378 members Mstep: Class 21 contains 923 members Mstep: Class 22 contains 609 members Mstep: Class 23 contains 14970 members Entering Unmasked Estep ConsiderDeletion Score: -8097980.500000 Penalty: 35141.457031 Iteration 10Q: 20 clusters Score -8097980 nChanged 2240 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 2825 members Mstep: Class 4 contains 3595 members Mstep: Class 5 contains 1621 members Mstep: Class 6 contains 3476 members Mstep: Class 7 contains 1927 members Mstep: Class 8 contains 1626 members Mstep: Class 9 contains 1154 members Mstep: Class 10 contains 11633 members Mstep: Class 11 contains 15837 members Mstep: Class 12 contains 2264 members Mstep: Class 13 contains 10920 members Mstep: Class 15 contains 6583 members Mstep: Class 16 contains 758 members Mstep: Class 17 contains 1902 members Mstep: Class 18 contains 1716 members Mstep: Class 19 contains 3334 members Mstep: Class 21 contains 924 members Mstep: Class 22 contains 608 members Mstep: Class 23 contains 14992 members Entering Unmasked Estep ConsiderDeletion Score: -8099732.500000 Penalty: 35141.457031 Iteration 11Q: 20 clusters Score -8099732 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 2865 members Mstep: Class 4 contains 3477 members Mstep: Class 5 contains 1638 members Mstep: Class 6 contains 3327 members Mstep: Class 7 contains 2046 members Mstep: Class 8 contains 1608 members Mstep: Class 9 contains 1208 members Mstep: Class 10 contains 12290 members Mstep: Class 11 contains 15691 members Mstep: Class 12 contains 2271 members Mstep: Class 13 contains 10289 members Mstep: Class 15 contains 6608 members Mstep: Class 16 contains 694 members Mstep: Class 17 contains 2009 members Mstep: Class 18 contains 1747 members Mstep: Class 19 contains 3312 members Mstep: Class 21 contains 930 members Mstep: Class 22 contains 610 members Mstep: Class 23 contains 15075 members Entering Unmasked Estep ConsiderDeletion Score: -8100999.500000 Penalty: 35141.457031 Iteration 12Q: 20 clusters Score -8101000 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 2921 members Mstep: Class 4 contains 3371 members Mstep: Class 5 contains 1642 members Mstep: Class 6 contains 3187 members Mstep: Class 7 contains 2155 members Mstep: Class 8 contains 1601 members Mstep: Class 9 contains 1264 members Mstep: Class 10 contains 12735 members Mstep: Class 11 contains 15483 members Mstep: Class 12 contains 2272 members Mstep: Class 13 contains 9866 members Mstep: Class 15 contains 6624 members Mstep: Class 16 contains 666 members Mstep: Class 17 contains 2089 members Mstep: Class 18 contains 1780 members Mstep: Class 19 contains 3304 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 609 members Mstep: Class 23 contains 15191 members Entering Unmasked Estep ConsiderDeletion Score: -8102178.000000 Penalty: 35141.457031 Iteration 13Q: 20 clusters Score -8102178 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 2965 members Mstep: Class 4 contains 3272 members Mstep: Class 5 contains 1646 members Mstep: Class 6 contains 3068 members Mstep: Class 7 contains 2263 members Mstep: Class 8 contains 1596 members Mstep: Class 9 contains 1322 members Mstep: Class 10 contains 12988 members Mstep: Class 11 contains 15193 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 9640 members Mstep: Class 15 contains 6636 members Mstep: Class 16 contains 638 members Mstep: Class 17 contains 2177 members Mstep: Class 18 contains 1802 members Mstep: Class 19 contains 3296 members Mstep: Class 21 contains 938 members Mstep: Class 22 contains 613 members Mstep: Class 23 contains 15372 members Entering Unmasked Estep ConsiderDeletion Score: -8103194.500000 Penalty: 35141.457031 Iteration 14Q: 20 clusters Score -8103194 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 2996 members Mstep: Class 4 contains 3192 members Mstep: Class 5 contains 1648 members Mstep: Class 6 contains 2955 members Mstep: Class 7 contains 2346 members Mstep: Class 8 contains 1590 members Mstep: Class 9 contains 1385 members Mstep: Class 10 contains 13168 members Mstep: Class 11 contains 14867 members Mstep: Class 12 contains 2261 members Mstep: Class 13 contains 9484 members Mstep: Class 15 contains 6657 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2245 members Mstep: Class 18 contains 1822 members Mstep: Class 19 contains 3286 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 618 members Mstep: Class 23 contains 15624 members Entering Unmasked Estep ConsiderDeletion Score: -8104453.500000 Penalty: 35141.457031 Iteration 15Q: 20 clusters Score -8104454 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 3031 members Mstep: Class 4 contains 3127 members Mstep: Class 5 contains 1648 members Mstep: Class 6 contains 2865 members Mstep: Class 7 contains 2419 members Mstep: Class 8 contains 1585 members Mstep: Class 9 contains 1438 members Mstep: Class 10 contains 13287 members Mstep: Class 11 contains 14345 members Mstep: Class 12 contains 2264 members Mstep: Class 13 contains 9377 members Mstep: Class 15 contains 6672 members Mstep: Class 16 contains 590 members Mstep: Class 17 contains 2316 members Mstep: Class 18 contains 1844 members Mstep: Class 19 contains 3276 members Mstep: Class 21 contains 940 members Mstep: Class 22 contains 617 members Mstep: Class 23 contains 16054 members Entering Unmasked Estep ConsiderDeletion Score: -8106560.000000 Penalty: 35141.457031 Iteration 16Q: 20 clusters Score -8106560 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 3080 members Mstep: Class 4 contains 3078 members Mstep: Class 5 contains 1649 members Mstep: Class 6 contains 2796 members Mstep: Class 7 contains 2468 members Mstep: Class 8 contains 1581 members Mstep: Class 9 contains 1476 members Mstep: Class 10 contains 13390 members Mstep: Class 11 contains 13670 members Mstep: Class 12 contains 2262 members Mstep: Class 13 contains 9282 members Mstep: Class 15 contains 6687 members Mstep: Class 16 contains 586 members Mstep: Class 17 contains 2350 members Mstep: Class 18 contains 1856 members Mstep: Class 19 contains 3272 members Mstep: Class 21 contains 939 members Mstep: Class 22 contains 623 members Mstep: Class 23 contains 16650 members Entering Unmasked Estep ConsiderDeletion Score: -8111379.500000 Penalty: 35141.457031 Iteration 17Q: 20 clusters Score -8111380 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 3160 members Mstep: Class 4 contains 3048 members Mstep: Class 5 contains 1653 members Mstep: Class 6 contains 2738 members Mstep: Class 7 contains 2496 members Mstep: Class 8 contains 1581 members Mstep: Class 9 contains 1503 members Mstep: Class 10 contains 13470 members Mstep: Class 11 contains 13341 members Mstep: Class 12 contains 2264 members Mstep: Class 13 contains 9209 members Mstep: Class 15 contains 6698 members Mstep: Class 16 contains 589 members Mstep: Class 17 contains 2322 members Mstep: Class 18 contains 1860 members Mstep: Class 19 contains 3267 members Mstep: Class 21 contains 937 members Mstep: Class 22 contains 623 members Mstep: Class 23 contains 16936 members Entering Unmasked Estep ConsiderDeletion Score: -8115639.500000 Penalty: 35141.457031 Iteration 18Q: 20 clusters Score -8115640 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 3251 members Mstep: Class 4 contains 3036 members Mstep: Class 5 contains 1656 members Mstep: Class 6 contains 2701 members Mstep: Class 7 contains 2507 members Mstep: Class 8 contains 1582 members Mstep: Class 9 contains 1520 members Mstep: Class 10 contains 13526 members Mstep: Class 11 contains 13369 members Mstep: Class 12 contains 2265 members Mstep: Class 13 contains 9154 members Mstep: Class 15 contains 6701 members Mstep: Class 16 contains 599 members Mstep: Class 17 contains 2288 members Mstep: Class 18 contains 1852 members Mstep: Class 19 contains 3268 members Mstep: Class 21 contains 939 members Mstep: Class 22 contains 622 members Mstep: Class 23 contains 16859 members Entering Unmasked Estep ConsiderDeletion Score: -8115922.500000 Penalty: 35141.457031 Iteration 19Q: 20 clusters Score -8115922 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 3337 members Mstep: Class 4 contains 3026 members Mstep: Class 5 contains 1655 members Mstep: Class 6 contains 2675 members Mstep: Class 7 contains 2515 members Mstep: Class 8 contains 1582 members Mstep: Class 9 contains 1533 members Mstep: Class 10 contains 13575 members Mstep: Class 11 contains 13386 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 9107 members Mstep: Class 15 contains 6703 members Mstep: Class 16 contains 591 members Mstep: Class 17 contains 2280 members Mstep: Class 18 contains 1850 members Mstep: Class 19 contains 3273 members Mstep: Class 21 contains 943 members Mstep: Class 22 contains 624 members Mstep: Class 23 contains 16772 members Entering Unmasked Estep ConsiderDeletion Score: -8116501.500000 Penalty: 35141.457031 Iteration 20F: 20 clusters Score -8116502 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 3 contains 3407 members Mstep: Class 4 contains 2963 members Mstep: Class 5 contains 1655 members Mstep: Class 6 contains 2651 members Mstep: Class 7 contains 2585 members Mstep: Class 8 contains 1591 members Mstep: Class 9 contains 1722 members Mstep: Class 10 contains 13626 members Mstep: Class 11 contains 13399 members Mstep: Class 12 contains 2271 members Mstep: Class 13 contains 9061 members Mstep: Class 15 contains 6702 members Mstep: Class 16 contains 606 members Mstep: Class 17 contains 2287 members Mstep: Class 18 contains 1848 members Mstep: Class 19 contains 3274 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 606 members Mstep: Class 23 contains 16496 members Entering Unmasked Estep ConsiderDeletion Score: -8117190.500000 Penalty: 35141.457031 Iteration 21Q: 20 clusters Score -8117190 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3480 members Mstep: Class 4 contains 2869 members Mstep: Class 5 contains 1657 members Mstep: Class 6 contains 2629 members Mstep: Class 7 contains 2677 members Mstep: Class 8 contains 1592 members Mstep: Class 9 contains 2000 members Mstep: Class 10 contains 13669 members Mstep: Class 11 contains 13405 members Mstep: Class 12 contains 2269 members Mstep: Class 13 contains 9019 members Mstep: Class 15 contains 6710 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2292 members Mstep: Class 18 contains 1844 members Mstep: Class 19 contains 3280 members Mstep: Class 21 contains 949 members Mstep: Class 22 contains 604 members Mstep: Class 23 contains 16143 members Entering Unmasked Estep ConsiderDeletion Score: -8118598.000000 Penalty: 35141.457031 Iteration 22Q: 20 clusters Score -8118598 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3552 members Mstep: Class 4 contains 2775 members Mstep: Class 5 contains 1656 members Mstep: Class 6 contains 2612 members Mstep: Class 7 contains 2769 members Mstep: Class 8 contains 1584 members Mstep: Class 9 contains 2467 members Mstep: Class 10 contains 13709 members Mstep: Class 11 contains 13413 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 8983 members Mstep: Class 15 contains 6716 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2304 members Mstep: Class 18 contains 1838 members Mstep: Class 19 contains 3275 members Mstep: Class 21 contains 950 members Mstep: Class 22 contains 604 members Mstep: Class 23 contains 15599 members Entering Unmasked Estep ConsiderDeletion Score: -8120458.000000 Penalty: 35141.457031 Iteration 23Q: 20 clusters Score -8120458 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3616 members Mstep: Class 4 contains 2672 members Mstep: Class 5 contains 1656 members Mstep: Class 6 contains 2603 members Mstep: Class 7 contains 2871 members Mstep: Class 8 contains 1578 members Mstep: Class 9 contains 2646 members Mstep: Class 10 contains 13752 members Mstep: Class 11 contains 13417 members Mstep: Class 12 contains 2290 members Mstep: Class 13 contains 8943 members Mstep: Class 15 contains 6717 members Mstep: Class 16 contains 616 members Mstep: Class 17 contains 2319 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 3271 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 602 members Mstep: Class 23 contains 15363 members Entering Unmasked Estep ConsiderDeletion Score: -8121472.500000 Penalty: 35141.457031 Iteration 24Q: 20 clusters Score -8121472 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3671 members Mstep: Class 4 contains 2578 members Mstep: Class 5 contains 1654 members Mstep: Class 6 contains 2599 members Mstep: Class 7 contains 2963 members Mstep: Class 8 contains 1576 members Mstep: Class 9 contains 2779 members Mstep: Class 10 contains 13778 members Mstep: Class 11 contains 13421 members Mstep: Class 12 contains 2297 members Mstep: Class 13 contains 8920 members Mstep: Class 15 contains 6719 members Mstep: Class 16 contains 620 members Mstep: Class 17 contains 2312 members Mstep: Class 18 contains 1789 members Mstep: Class 19 contains 3266 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 604 members Mstep: Class 23 contains 15199 members Entering Unmasked Estep ConsiderDeletion Score: -8122039.000000 Penalty: 35141.457031 Iteration 25Q: 20 clusters Score -8122039 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3731 members Mstep: Class 4 contains 2496 members Mstep: Class 5 contains 1655 members Mstep: Class 6 contains 2596 members Mstep: Class 7 contains 3042 members Mstep: Class 8 contains 1578 members Mstep: Class 9 contains 2823 members Mstep: Class 10 contains 13805 members Mstep: Class 11 contains 13426 members Mstep: Class 12 contains 2297 members Mstep: Class 13 contains 8900 members Mstep: Class 15 contains 6724 members Mstep: Class 16 contains 618 members Mstep: Class 17 contains 2304 members Mstep: Class 18 contains 1765 members Mstep: Class 19 contains 3257 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 606 members Mstep: Class 23 contains 15122 members Entering Unmasked Estep ConsiderDeletion Score: -8122253.500000 Penalty: 35141.457031 Iteration 26Q: 20 clusters Score -8122254 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3767 members Mstep: Class 4 contains 2433 members Mstep: Class 5 contains 1654 members Mstep: Class 6 contains 2594 members Mstep: Class 7 contains 3101 members Mstep: Class 8 contains 1577 members Mstep: Class 9 contains 2856 members Mstep: Class 10 contains 13819 members Mstep: Class 11 contains 13430 members Mstep: Class 12 contains 2300 members Mstep: Class 13 contains 8888 members Mstep: Class 15 contains 6723 members Mstep: Class 16 contains 615 members Mstep: Class 17 contains 2298 members Mstep: Class 18 contains 1740 members Mstep: Class 19 contains 3259 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 610 members Mstep: Class 23 contains 15081 members Entering Unmasked Estep ConsiderDeletion Score: -8122399.000000 Penalty: 35141.457031 Iteration 27Q: 20 clusters Score -8122399 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3801 members Mstep: Class 4 contains 2378 members Mstep: Class 5 contains 1656 members Mstep: Class 6 contains 2593 members Mstep: Class 7 contains 3141 members Mstep: Class 8 contains 1577 members Mstep: Class 9 contains 2872 members Mstep: Class 10 contains 13832 members Mstep: Class 11 contains 13431 members Mstep: Class 12 contains 2305 members Mstep: Class 13 contains 8878 members Mstep: Class 15 contains 6723 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2293 members Mstep: Class 18 contains 1722 members Mstep: Class 19 contains 3267 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 614 members Mstep: Class 23 contains 15051 members Entering Unmasked Estep ConsiderDeletion Score: -8122540.000000 Penalty: 35141.457031 Iteration 28Q: 20 clusters Score -8122540 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3831 members Mstep: Class 4 contains 2315 members Mstep: Class 5 contains 1656 members Mstep: Class 6 contains 2593 members Mstep: Class 7 contains 3186 members Mstep: Class 8 contains 1576 members Mstep: Class 9 contains 2874 members Mstep: Class 10 contains 13838 members Mstep: Class 11 contains 13431 members Mstep: Class 12 contains 2307 members Mstep: Class 13 contains 8870 members Mstep: Class 15 contains 6725 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2293 members Mstep: Class 18 contains 1707 members Mstep: Class 19 contains 3280 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 617 members Mstep: Class 23 contains 15034 members Entering Unmasked Estep ConsiderDeletion Score: -8122724.500000 Penalty: 35141.457031 Iteration 29Q: 20 clusters Score -8122724 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 2264 members Mstep: Class 5 contains 1656 members Mstep: Class 6 contains 2593 members Mstep: Class 7 contains 3226 members Mstep: Class 8 contains 1576 members Mstep: Class 9 contains 2876 members Mstep: Class 10 contains 13843 members Mstep: Class 11 contains 13432 members Mstep: Class 12 contains 2309 members Mstep: Class 13 contains 8862 members Mstep: Class 15 contains 6727 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2292 members Mstep: Class 18 contains 1697 members Mstep: Class 19 contains 3290 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 618 members Mstep: Class 23 contains 15026 members Entering Unmasked Estep ConsiderDeletion Score: -8122870.500000 Penalty: 35141.457031 Iteration 30Q: 20 clusters Score -8122870 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3868 members Mstep: Class 4 contains 2209 members Mstep: Class 5 contains 1657 members Mstep: Class 6 contains 2593 members Mstep: Class 7 contains 3267 members Mstep: Class 8 contains 1578 members Mstep: Class 9 contains 2878 members Mstep: Class 10 contains 13853 members Mstep: Class 11 contains 13433 members Mstep: Class 12 contains 2308 members Mstep: Class 13 contains 8855 members Mstep: Class 15 contains 6728 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2290 members Mstep: Class 18 contains 1685 members Mstep: Class 19 contains 3298 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 620 members Mstep: Class 23 contains 15013 members Entering Unmasked Estep ConsiderDeletion Score: -8123078.000000 Penalty: 35141.457031 Iteration 31Q: 20 clusters Score -8123078 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3891 members Mstep: Class 4 contains 2138 members Mstep: Class 5 contains 1657 members Mstep: Class 6 contains 2592 members Mstep: Class 7 contains 3316 members Mstep: Class 8 contains 1584 members Mstep: Class 9 contains 2883 members Mstep: Class 10 contains 13862 members Mstep: Class 11 contains 13434 members Mstep: Class 12 contains 2312 members Mstep: Class 13 contains 8848 members Mstep: Class 15 contains 6727 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2287 members Mstep: Class 18 contains 1675 members Mstep: Class 19 contains 3311 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 621 members Mstep: Class 23 contains 14996 members Entering Unmasked Estep ConsiderDeletion Score: -8123315.000000 Penalty: 35141.457031 Iteration 32Q: 20 clusters Score -8123315 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 2066 members Mstep: Class 5 contains 1657 members Mstep: Class 6 contains 2588 members Mstep: Class 7 contains 3357 members Mstep: Class 8 contains 1596 members Mstep: Class 9 contains 2886 members Mstep: Class 10 contains 13867 members Mstep: Class 11 contains 13435 members Mstep: Class 12 contains 2311 members Mstep: Class 13 contains 8846 members Mstep: Class 15 contains 6730 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2286 members Mstep: Class 18 contains 1669 members Mstep: Class 19 contains 3331 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 618 members Mstep: Class 23 contains 14983 members Entering Unmasked Estep ConsiderDeletion Score: -8123612.500000 Penalty: 35141.457031 Iteration 33Q: 20 clusters Score -8123612 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3926 members Mstep: Class 4 contains 1981 members Mstep: Class 5 contains 1657 members Mstep: Class 6 contains 2588 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 1608 members Mstep: Class 9 contains 2885 members Mstep: Class 10 contains 13873 members Mstep: Class 11 contains 13435 members Mstep: Class 12 contains 2311 members Mstep: Class 13 contains 8841 members Mstep: Class 15 contains 6734 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2283 members Mstep: Class 18 contains 1665 members Mstep: Class 19 contains 3353 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 621 members Mstep: Class 23 contains 14973 members Entering Unmasked Estep ConsiderDeletion Score: -8123992.500000 Penalty: 35141.457031 Iteration 34Q: 20 clusters Score -8123992 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3958 members Mstep: Class 4 contains 1890 members Mstep: Class 5 contains 1657 members Mstep: Class 6 contains 2588 members Mstep: Class 7 contains 3444 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2883 members Mstep: Class 10 contains 13878 members Mstep: Class 11 contains 13435 members Mstep: Class 12 contains 2312 members Mstep: Class 13 contains 8841 members Mstep: Class 15 contains 6735 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2282 members Mstep: Class 18 contains 1663 members Mstep: Class 19 contains 3376 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 619 members Mstep: Class 23 contains 14947 members Entering Unmasked Estep ConsiderDeletion Score: -8124537.500000 Penalty: 35141.457031 Iteration 35Q: 20 clusters Score -8124538 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 3988 members Mstep: Class 4 contains 1799 members Mstep: Class 5 contains 1658 members Mstep: Class 6 contains 2588 members Mstep: Class 7 contains 3481 members Mstep: Class 8 contains 1654 members Mstep: Class 9 contains 2883 members Mstep: Class 10 contains 13883 members Mstep: Class 11 contains 13436 members Mstep: Class 12 contains 2316 members Mstep: Class 13 contains 8839 members Mstep: Class 15 contains 6740 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2282 members Mstep: Class 18 contains 1663 members Mstep: Class 19 contains 3398 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 614 members Mstep: Class 23 contains 14915 members Entering Unmasked Estep ConsiderDeletion Score: -8125077.000000 Penalty: 35141.457031 Iteration 36Q: 20 clusters Score -8125077 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 4032 members Mstep: Class 4 contains 1740 members Mstep: Class 5 contains 1659 members Mstep: Class 6 contains 2588 members Mstep: Class 7 contains 3506 members Mstep: Class 8 contains 1665 members Mstep: Class 9 contains 2883 members Mstep: Class 10 contains 13886 members Mstep: Class 11 contains 13435 members Mstep: Class 12 contains 2319 members Mstep: Class 13 contains 8835 members Mstep: Class 15 contains 6745 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2276 members Mstep: Class 18 contains 1659 members Mstep: Class 19 contains 3413 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 615 members Mstep: Class 23 contains 14880 members Entering Unmasked Estep ConsiderDeletion Score: -8125409.000000 Penalty: 35141.457031 Iteration 37Q: 20 clusters Score -8125409 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 4080 members Mstep: Class 4 contains 1712 members Mstep: Class 5 contains 1659 members Mstep: Class 6 contains 2588 members Mstep: Class 7 contains 3523 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13887 members Mstep: Class 11 contains 13432 members Mstep: Class 12 contains 2321 members Mstep: Class 13 contains 8833 members Mstep: Class 15 contains 6746 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2277 members Mstep: Class 18 contains 1657 members Mstep: Class 19 contains 3421 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 613 members Mstep: Class 23 contains 14836 members Entering Unmasked Estep ConsiderDeletion Score: -8125452.000000 Penalty: 35141.457031 Iteration 38Q: 20 clusters Score -8125452 nChanged 79 Entering ConstructFrom: Score: -8125452.000000 Penalty: 35141.457031 Entering ConstructFrom: Trying to split cluster 3 (4125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Entering Unmasked Estep Score: -399257.781250 Penalty: 1352.783447 Iteration 0F: 2 clusters Score -399257.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -395902.625000 Penalty: 2705.566895 Iteration 0F: 3 clusters Score -395902.6 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -397009.531250 Penalty: 2705.566895 Iteration 1F: 3 clusters Score -397009.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -397323.312500 Penalty: 2705.566895 Iteration 2F: 3 clusters Score -397323.3 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -397539.093750 Penalty: 2705.566895 Iteration 3F: 3 clusters Score -397539.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -397730.500000 Penalty: 2705.566895 Iteration 4F: 3 clusters Score -397730.5 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -397955.781250 Penalty: 2705.566895 Iteration 5F: 3 clusters Score -397955.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -398234.281250 Penalty: 2705.566895 Iteration 6F: 3 clusters Score -398234.3 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -398709.718750 Penalty: 2705.566895 Iteration 7F: 3 clusters Score -398709.7 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -399347.468750 Penalty: 2705.566895 Iteration 8F: 3 clusters Score -399347.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -399849.062500 Penalty: 2705.566895 Iteration 9F: 3 clusters Score -399849.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -400106.687500 Penalty: 2705.566895 Iteration 10Q: 3 clusters Score -400106.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -400204.812500 Penalty: 2705.566895 Iteration 11Q: 3 clusters Score -400204.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -400234.031250 Penalty: 2705.566895 Iteration 12Q: 3 clusters Score -400234 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -400249.187500 Penalty: 2705.566895 Iteration 13Q: 3 clusters Score -400249.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -400259.593750 Penalty: 2705.566895 Iteration 14Q: 3 clusters Score -400259.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -400266.250000 Penalty: 2705.566895 Iteration 15Q: 3 clusters Score -400266.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -400269.281250 Penalty: 2705.566895 Iteration 16Q: 3 clusters Score -400269.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -400276.718750 Penalty: 2705.566895 Iteration 17Q: 3 clusters Score -400276.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -400283.218750 Penalty: 2705.566895 Iteration 18Q: 3 clusters Score -400283.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -400295.343750 Penalty: 2705.566895 Iteration 19Q: 3 clusters Score -400295.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -400318.968750 Penalty: 2705.566895 Iteration 20F: 3 clusters Score -400319 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -400349.312500 Penalty: 2705.566895 Iteration 21Q: 3 clusters Score -400349.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -400375.500000 Penalty: 2705.566895 Iteration 22Q: 3 clusters Score -400375.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -400411.187500 Penalty: 2705.566895 Iteration 23Q: 3 clusters Score -400411.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -400441.968750 Penalty: 2705.566895 Iteration 24Q: 3 clusters Score -400442 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -400469.093750 Penalty: 2705.566895 Iteration 25Q: 3 clusters Score -400469.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -400483.625000 Penalty: 2705.566895 Iteration 26Q: 3 clusters Score -400483.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -400489.156250 Penalty: 2705.566895 Iteration 27Q: 3 clusters Score -400489.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -400491.468750 Penalty: 2705.566895 Iteration 28Q: 3 clusters Score -400491.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -400491.906250 Penalty: 2705.566895 Iteration 29Q: 3 clusters Score -400491.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -400492.250000 Penalty: 2705.566895 Iteration 30Q: 3 clusters Score -400492.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -400492.562500 Penalty: 2705.566895 Iteration 31Q: 3 clusters Score -400492.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -400492.562500 Penalty: 2705.566895 Iteration 32F: 3 clusters Score -400492.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 1659 members Mstep: Class 6 contains 2588 members Mstep: Class 7 contains 3530 members Mstep: Class 8 contains 1673 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 13430 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 8832 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Entering Unmasked Estep Score: -8126193.000000 Penalty: 36991.007812 Splitting cluster 3 changes total score from -8125452.000000 to -8126193.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 4 (1701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Entering Unmasked Estep Score: -169572.609375 Penalty: 1208.832886 Iteration 0F: 2 clusters Score -169572.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -167718.875000 Penalty: 2417.665771 Iteration 0F: 3 clusters Score -167718.9 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -168172.296875 Penalty: 2417.665771 Iteration 1F: 3 clusters Score -168172.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -168324.765625 Penalty: 2417.665771 Iteration 2F: 3 clusters Score -168324.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -168455.234375 Penalty: 2417.665771 Iteration 3F: 3 clusters Score -168455.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -168563.093750 Penalty: 2417.665771 Iteration 4F: 3 clusters Score -168563.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -168644.171875 Penalty: 2417.665771 Iteration 5Q: 3 clusters Score -168644.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -168706.359375 Penalty: 2417.665771 Iteration 6Q: 3 clusters Score -168706.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -168747.109375 Penalty: 2417.665771 Iteration 7Q: 3 clusters Score -168747.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -168781.593750 Penalty: 2417.665771 Iteration 8Q: 3 clusters Score -168781.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -168808.890625 Penalty: 2417.665771 Iteration 9Q: 3 clusters Score -168808.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -168827.937500 Penalty: 2417.665771 Iteration 10Q: 3 clusters Score -168827.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -168842.390625 Penalty: 2417.665771 Iteration 11Q: 3 clusters Score -168842.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -168855.906250 Penalty: 2417.665771 Iteration 12Q: 3 clusters Score -168855.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -168863.734375 Penalty: 2417.665771 Iteration 13Q: 3 clusters Score -168863.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -168874.578125 Penalty: 2417.665771 Iteration 14Q: 3 clusters Score -168874.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -168880.078125 Penalty: 2417.665771 Iteration 15Q: 3 clusters Score -168880.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -168882.609375 Penalty: 2417.665771 Iteration 16Q: 3 clusters Score -168882.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -168885.562500 Penalty: 2417.665771 Iteration 17Q: 3 clusters Score -168885.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -168891.453125 Penalty: 2417.665771 Iteration 18Q: 3 clusters Score -168891.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -168896.171875 Penalty: 2417.665771 Iteration 19Q: 3 clusters Score -168896.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -168897.953125 Penalty: 2417.665771 Iteration 20F: 3 clusters Score -168898 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Entering Unmasked Estep Score: -158634.312500 Penalty: 1204.770142 Iteration 0F: 2 clusters Score -158634.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -156785.765625 Penalty: 2409.540283 Iteration 0F: 3 clusters Score -156785.8 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -157489.359375 Penalty: 2409.540283 Iteration 1F: 3 clusters Score -157489.4 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -158154.812500 Penalty: 2409.540283 Iteration 2F: 3 clusters Score -158154.8 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -158853.437500 Penalty: 2409.540283 Iteration 3F: 3 clusters Score -158853.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -159340.359375 Penalty: 2409.540283 Iteration 4F: 3 clusters Score -159340.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -159535.437500 Penalty: 2409.540283 Iteration 5Q: 3 clusters Score -159535.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -159698.750000 Penalty: 2409.540283 Iteration 6Q: 3 clusters Score -159698.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -159833.093750 Penalty: 2409.540283 Iteration 7Q: 3 clusters Score -159833.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -159934.531250 Penalty: 2409.540283 Iteration 8Q: 3 clusters Score -159934.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -160022.203125 Penalty: 2409.540283 Iteration 9Q: 3 clusters Score -160022.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -160086.968750 Penalty: 2409.540283 Iteration 10Q: 3 clusters Score -160087 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -160152.718750 Penalty: 2409.540283 Iteration 11Q: 3 clusters Score -160152.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -160223.359375 Penalty: 2409.540283 Iteration 12Q: 3 clusters Score -160223.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -160267.468750 Penalty: 2409.540283 Iteration 13Q: 3 clusters Score -160267.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -160429.281250 Penalty: 2409.540283 Iteration 14Q: 3 clusters Score -160429.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -160529.984375 Penalty: 2409.540283 Iteration 15Q: 3 clusters Score -160530 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -160645.468750 Penalty: 2409.540283 Iteration 16Q: 3 clusters Score -160645.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -160689.781250 Penalty: 2409.540283 Iteration 17Q: 3 clusters Score -160689.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -160708.718750 Penalty: 2409.540283 Iteration 18Q: 3 clusters Score -160708.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -160713.296875 Penalty: 2409.540283 Iteration 19Q: 3 clusters Score -160713.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -160713.906250 Penalty: 2409.540283 Iteration 20F: 3 clusters Score -160713.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -160714.265625 Penalty: 2409.540283 Iteration 21Q: 3 clusters Score -160714.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -160716.656250 Penalty: 2409.540283 Iteration 22Q: 3 clusters Score -160716.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -160717.171875 Penalty: 2409.540283 Iteration 23Q: 3 clusters Score -160717.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -160717.484375 Penalty: 2409.540283 Iteration 24Q: 3 clusters Score -160717.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -160717.484375 Penalty: 2409.540283 Iteration 25F: 3 clusters Score -160717.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 2588 members Mstep: Class 7 contains 3530 members Mstep: Class 8 contains 1673 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 13430 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 8832 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Entering Unmasked Estep Score: -8127646.500000 Penalty: 38840.558594 Splitting cluster 5 changes total score from -8125452.000000 to -8127646.500000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 6 (2588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Entering Unmasked Estep Score: -243853.015625 Penalty: 1277.029053 Iteration 0F: 2 clusters Score -243853 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -241444.593750 Penalty: 2554.058105 Iteration 0F: 3 clusters Score -241444.6 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -242281.062500 Penalty: 2554.058105 Iteration 1F: 3 clusters Score -242281.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -242807.656250 Penalty: 2554.058105 Iteration 2F: 3 clusters Score -242807.7 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -243731.890625 Penalty: 2554.058105 Iteration 3F: 3 clusters Score -243731.9 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -244647.203125 Penalty: 2554.058105 Iteration 4F: 3 clusters Score -244647.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -244983.000000 Penalty: 2554.058105 Iteration 5F: 3 clusters Score -244983 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -245123.890625 Penalty: 2554.058105 Iteration 6Q: 3 clusters Score -245123.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -245194.468750 Penalty: 2554.058105 Iteration 7Q: 3 clusters Score -245194.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -245243.390625 Penalty: 2554.058105 Iteration 8Q: 3 clusters Score -245243.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -245278.234375 Penalty: 2554.058105 Iteration 9Q: 3 clusters Score -245278.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -245310.781250 Penalty: 2554.058105 Iteration 10Q: 3 clusters Score -245310.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -245347.796875 Penalty: 2554.058105 Iteration 11Q: 3 clusters Score -245347.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -245389.531250 Penalty: 2554.058105 Iteration 12Q: 3 clusters Score -245389.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -245412.546875 Penalty: 2554.058105 Iteration 13Q: 3 clusters Score -245412.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -245423.656250 Penalty: 2554.058105 Iteration 14Q: 3 clusters Score -245423.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -245427.421875 Penalty: 2554.058105 Iteration 15Q: 3 clusters Score -245427.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -245430.343750 Penalty: 2554.058105 Iteration 16Q: 3 clusters Score -245430.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -245430.187500 Penalty: 2554.058105 Iteration 17Q: 3 clusters Score -245430.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -245430.187500 Penalty: 2554.058105 Iteration 18F: 3 clusters Score -245430.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 3530 members Mstep: Class 8 contains 1673 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 13430 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 8832 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Entering Unmasked Estep Score: -8128650.000000 Penalty: 40690.109375 Splitting cluster 6 changes total score from -8125452.000000 to -8128650.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 7 (3530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Entering Unmasked Estep Score: -344551.343750 Penalty: 1327.471069 Iteration 0F: 2 clusters Score -344551.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -341616.250000 Penalty: 2654.942139 Iteration 0F: 3 clusters Score -341616.2 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -342773.750000 Penalty: 2654.942139 Iteration 1F: 3 clusters Score -342773.8 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -343544.937500 Penalty: 2654.942139 Iteration 2F: 3 clusters Score -343544.9 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -344836.343750 Penalty: 2654.942139 Iteration 3F: 3 clusters Score -344836.3 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -346038.125000 Penalty: 2654.942139 Iteration 4F: 3 clusters Score -346038.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -346788.062500 Penalty: 2654.942139 Iteration 5F: 3 clusters Score -346788.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -347072.531250 Penalty: 2654.942139 Iteration 6Q: 3 clusters Score -347072.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -347152.875000 Penalty: 2654.942139 Iteration 7Q: 3 clusters Score -347152.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -347187.156250 Penalty: 2654.942139 Iteration 8Q: 3 clusters Score -347187.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -347208.656250 Penalty: 2654.942139 Iteration 9Q: 3 clusters Score -347208.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -347221.062500 Penalty: 2654.942139 Iteration 10Q: 3 clusters Score -347221.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -347223.656250 Penalty: 2654.942139 Iteration 11Q: 3 clusters Score -347223.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -347226.468750 Penalty: 2654.942139 Iteration 12Q: 3 clusters Score -347226.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -347227.093750 Penalty: 2654.942139 Iteration 13Q: 3 clusters Score -347227.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -347227.218750 Penalty: 2654.942139 Iteration 14Q: 3 clusters Score -347227.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -347227.218750 Penalty: 2654.942139 Iteration 15F: 3 clusters Score -347227.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 1673 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 13430 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 8832 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Entering Unmasked Estep Score: -8130796.000000 Penalty: 42539.656250 Splitting cluster 7 changes total score from -8125452.000000 to -8130796.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 8 (1673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Entering Unmasked Estep Score: -148137.625000 Penalty: 1206.135742 Iteration 0F: 2 clusters Score -148137.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -146320.531250 Penalty: 2412.271484 Iteration 0F: 3 clusters Score -146320.5 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -146760.828125 Penalty: 2412.271484 Iteration 1F: 3 clusters Score -146760.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -146984.546875 Penalty: 2412.271484 Iteration 2F: 3 clusters Score -146984.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -147149.593750 Penalty: 2412.271484 Iteration 3F: 3 clusters Score -147149.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -147260.984375 Penalty: 2412.271484 Iteration 4Q: 3 clusters Score -147261 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -147370.843750 Penalty: 2412.271484 Iteration 5Q: 3 clusters Score -147370.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -147465.046875 Penalty: 2412.271484 Iteration 6Q: 3 clusters Score -147465 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -147541.765625 Penalty: 2412.271484 Iteration 7Q: 3 clusters Score -147541.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -147609.328125 Penalty: 2412.271484 Iteration 8Q: 3 clusters Score -147609.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -147680.718750 Penalty: 2412.271484 Iteration 9Q: 3 clusters Score -147680.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -147778.312500 Penalty: 2412.271484 Iteration 10Q: 3 clusters Score -147778.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -147923.062500 Penalty: 2412.271484 Iteration 11Q: 3 clusters Score -147923.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -148113.078125 Penalty: 2412.271484 Iteration 12Q: 3 clusters Score -148113.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -148381.062500 Penalty: 2412.271484 Iteration 13Q: 3 clusters Score -148381.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -148573.062500 Penalty: 2412.271484 Iteration 14Q: 3 clusters Score -148573.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -148708.406250 Penalty: 2412.271484 Iteration 15Q: 3 clusters Score -148708.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -148768.578125 Penalty: 2412.271484 Iteration 16Q: 3 clusters Score -148768.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -148793.796875 Penalty: 2412.271484 Iteration 17Q: 3 clusters Score -148793.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -148807.437500 Penalty: 2412.271484 Iteration 18Q: 3 clusters Score -148807.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -148811.546875 Penalty: 2412.271484 Iteration 19Q: 3 clusters Score -148811.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -148815.312500 Penalty: 2412.271484 Iteration 20F: 3 clusters Score -148815.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -148816.453125 Penalty: 2412.271484 Iteration 21Q: 3 clusters Score -148816.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -148816.453125 Penalty: 2412.271484 Iteration 22F: 3 clusters Score -148816.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 13430 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 8832 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Entering Unmasked Estep Score: -8130828.000000 Penalty: 44389.207031 Splitting cluster 8 changes total score from -8125452.000000 to -8130828.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 9 (2882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Entering Unmasked Estep Score: -284389.343750 Penalty: 1294.514038 Iteration 0F: 2 clusters Score -284389.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -281747.500000 Penalty: 2589.028076 Iteration 0F: 3 clusters Score -281747.5 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -282350.875000 Penalty: 2589.028076 Iteration 1F: 3 clusters Score -282350.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -282472.125000 Penalty: 2589.028076 Iteration 2F: 3 clusters Score -282472.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -282560.062500 Penalty: 2589.028076 Iteration 3Q: 3 clusters Score -282560.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -282634.562500 Penalty: 2589.028076 Iteration 4Q: 3 clusters Score -282634.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -282689.031250 Penalty: 2589.028076 Iteration 5Q: 3 clusters Score -282689 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -282743.750000 Penalty: 2589.028076 Iteration 6Q: 3 clusters Score -282743.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -282791.218750 Penalty: 2589.028076 Iteration 7Q: 3 clusters Score -282791.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -282834.937500 Penalty: 2589.028076 Iteration 8Q: 3 clusters Score -282834.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -282881.218750 Penalty: 2589.028076 Iteration 9Q: 3 clusters Score -282881.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -282939.187500 Penalty: 2589.028076 Iteration 10Q: 3 clusters Score -282939.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -283008.093750 Penalty: 2589.028076 Iteration 11Q: 3 clusters Score -283008.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -283082.937500 Penalty: 2589.028076 Iteration 12Q: 3 clusters Score -283082.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -283143.093750 Penalty: 2589.028076 Iteration 13Q: 3 clusters Score -283143.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -283195.250000 Penalty: 2589.028076 Iteration 14Q: 3 clusters Score -283195.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -283263.468750 Penalty: 2589.028076 Iteration 15Q: 3 clusters Score -283263.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -283345.718750 Penalty: 2589.028076 Iteration 16Q: 3 clusters Score -283345.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -283439.375000 Penalty: 2589.028076 Iteration 17Q: 3 clusters Score -283439.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -283561.906250 Penalty: 2589.028076 Iteration 18Q: 3 clusters Score -283561.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -283697.812500 Penalty: 2589.028076 Iteration 19Q: 3 clusters Score -283697.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -283885.500000 Penalty: 2589.028076 Iteration 20F: 3 clusters Score -283885.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -284068.218750 Penalty: 2589.028076 Iteration 21Q: 3 clusters Score -284068.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -284228.625000 Penalty: 2589.028076 Iteration 22Q: 3 clusters Score -284228.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -284286.125000 Penalty: 2589.028076 Iteration 23Q: 3 clusters Score -284286.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -284298.343750 Penalty: 2589.028076 Iteration 24Q: 3 clusters Score -284298.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -284303.250000 Penalty: 2589.028076 Iteration 25Q: 3 clusters Score -284303.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -284305.781250 Penalty: 2589.028076 Iteration 26Q: 3 clusters Score -284305.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -284306.437500 Penalty: 2589.028076 Iteration 27Q: 3 clusters Score -284306.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -284306.687500 Penalty: 2589.028076 Iteration 28Q: 3 clusters Score -284306.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -284306.687500 Penalty: 2589.028076 Iteration 29F: 3 clusters Score -284306.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13888 members Entering Unmasked Estep Score: -1326858.250000 Penalty: 1550.051758 Iteration 0F: 2 clusters Score -1326858 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -1317244.375000 Penalty: 3100.103516 Iteration 0F: 3 clusters Score -1317244 nChanged 6104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -1320913.000000 Penalty: 3100.103516 Iteration 1F: 3 clusters Score -1320913 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -1321529.000000 Penalty: 3100.103516 Iteration 2F: 3 clusters Score -1321529 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -1322041.375000 Penalty: 3100.103516 Iteration 3F: 3 clusters Score -1322041 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -1322520.625000 Penalty: 3100.103516 Iteration 4F: 3 clusters Score -1322521 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -1322982.125000 Penalty: 3100.103516 Iteration 5F: 3 clusters Score -1322982 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -1323409.625000 Penalty: 3100.103516 Iteration 6Q: 3 clusters Score -1323410 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -1323804.625000 Penalty: 3100.103516 Iteration 7Q: 3 clusters Score -1323805 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 10341 members Entering Unmasked Estep Score: -1324158.375000 Penalty: 3100.103516 Iteration 8Q: 3 clusters Score -1324158 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -1324435.125000 Penalty: 3100.103516 Iteration 9Q: 3 clusters Score -1324435 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -1324610.625000 Penalty: 3100.103516 Iteration 10Q: 3 clusters Score -1324611 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -1324742.750000 Penalty: 3100.103516 Iteration 11Q: 3 clusters Score -1324743 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 11259 members Entering Unmasked Estep Score: -1324852.625000 Penalty: 3100.103516 Iteration 12Q: 3 clusters Score -1324853 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -1324946.125000 Penalty: 3100.103516 Iteration 13Q: 3 clusters Score -1324946 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 11575 members Entering Unmasked Estep Score: -1325010.625000 Penalty: 3100.103516 Iteration 14Q: 3 clusters Score -1325011 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -1325080.625000 Penalty: 3100.103516 Iteration 15Q: 3 clusters Score -1325081 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 11855 members Entering Unmasked Estep Score: -1325136.750000 Penalty: 3100.103516 Iteration 16Q: 3 clusters Score -1325137 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1325205.500000 Penalty: 3100.103516 Iteration 17Q: 3 clusters Score -1325206 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -1325256.250000 Penalty: 3100.103516 Iteration 18Q: 3 clusters Score -1325256 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 12197 members Entering Unmasked Estep Score: -1325304.875000 Penalty: 3100.103516 Iteration 19Q: 3 clusters Score -1325305 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -1325352.125000 Penalty: 3100.103516 Iteration 20F: 3 clusters Score -1325352 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -1325388.875000 Penalty: 3100.103516 Iteration 21Q: 3 clusters Score -1325389 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 12464 members Entering Unmasked Estep Score: -1325423.250000 Penalty: 3100.103516 Iteration 22Q: 3 clusters Score -1325423 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -1325452.500000 Penalty: 3100.103516 Iteration 23Q: 3 clusters Score -1325452 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 12580 members Entering Unmasked Estep Score: -1325473.625000 Penalty: 3100.103516 Iteration 24Q: 3 clusters Score -1325474 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -1325500.750000 Penalty: 3100.103516 Iteration 25Q: 3 clusters Score -1325501 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -1325519.250000 Penalty: 3100.103516 Iteration 26Q: 3 clusters Score -1325519 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 12711 members Entering Unmasked Estep Score: -1325539.875000 Penalty: 3100.103516 Iteration 27Q: 3 clusters Score -1325540 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 12742 members Entering Unmasked Estep Score: -1325550.000000 Penalty: 3100.103516 Iteration 28Q: 3 clusters Score -1325550 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -1325567.250000 Penalty: 3100.103516 Iteration 29Q: 3 clusters Score -1325567 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 12812 members Entering Unmasked Estep Score: -1325578.500000 Penalty: 3100.103516 Iteration 30Q: 3 clusters Score -1325578 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 12844 members Entering Unmasked Estep Score: -1325591.125000 Penalty: 3100.103516 Iteration 31Q: 3 clusters Score -1325591 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 12862 members Entering Unmasked Estep Score: -1325600.250000 Penalty: 3100.103516 Iteration 32Q: 3 clusters Score -1325600 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 12875 members Entering Unmasked Estep Score: -1325605.375000 Penalty: 3100.103516 Iteration 33Q: 3 clusters Score -1325605 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -1325607.375000 Penalty: 3100.103516 Iteration 34Q: 3 clusters Score -1325607 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -1325619.375000 Penalty: 3100.103516 Iteration 35Q: 3 clusters Score -1325619 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 12931 members Entering Unmasked Estep Score: -1325630.375000 Penalty: 3100.103516 Iteration 36Q: 3 clusters Score -1325630 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 12952 members Entering Unmasked Estep Score: -1325638.875000 Penalty: 3100.103516 Iteration 37Q: 3 clusters Score -1325639 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -1325646.500000 Penalty: 3100.103516 Iteration 38Q: 3 clusters Score -1325646 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 12982 members Entering Unmasked Estep Score: -1325648.750000 Penalty: 3100.103516 Iteration 39Q: 3 clusters Score -1325649 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 12993 members Entering Unmasked Estep Score: -1325652.375000 Penalty: 3100.103516 Iteration 40F: 3 clusters Score -1325652 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 13007 members Entering Unmasked Estep Score: -1325655.500000 Penalty: 3100.103516 Iteration 41Q: 3 clusters Score -1325656 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 13017 members Entering Unmasked Estep Score: -1325661.250000 Penalty: 3100.103516 Iteration 42Q: 3 clusters Score -1325661 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 13023 members Entering Unmasked Estep Score: -1325662.375000 Penalty: 3100.103516 Iteration 43Q: 3 clusters Score -1325662 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 13030 members Entering Unmasked Estep Score: -1325666.750000 Penalty: 3100.103516 Iteration 44Q: 3 clusters Score -1325667 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 13035 members Entering Unmasked Estep Score: -1325671.125000 Penalty: 3100.103516 Iteration 45Q: 3 clusters Score -1325671 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 13040 members Entering Unmasked Estep Score: -1325670.125000 Penalty: 3100.103516 Iteration 46Q: 3 clusters Score -1325670 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -1325670.000000 Penalty: 3100.103516 Iteration 47Q: 3 clusters Score -1325670 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -1325668.875000 Penalty: 3100.103516 Iteration 48Q: 3 clusters Score -1325669 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -1325668.875000 Penalty: 3100.103516 Iteration 49F: 3 clusters Score -1325669 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13430 members Entering Unmasked Estep Score: -1290179.250000 Penalty: 1544.602539 Iteration 0F: 2 clusters Score -1290179 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1280854.500000 Penalty: 3089.205078 Iteration 0F: 3 clusters Score -1280854 nChanged 5881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1284845.500000 Penalty: 3089.205078 Iteration 1F: 3 clusters Score -1284846 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1286493.875000 Penalty: 3089.205078 Iteration 2F: 3 clusters Score -1286494 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -1288984.750000 Penalty: 3089.205078 Iteration 3F: 3 clusters Score -1288985 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1292082.750000 Penalty: 3089.205078 Iteration 4F: 3 clusters Score -1292083 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -1294672.250000 Penalty: 3089.205078 Iteration 5F: 3 clusters Score -1294672 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -1295581.375000 Penalty: 3089.205078 Iteration 6Q: 3 clusters Score -1295581 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -1296146.625000 Penalty: 3089.205078 Iteration 7Q: 3 clusters Score -1296147 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1296566.875000 Penalty: 3089.205078 Iteration 8Q: 3 clusters Score -1296567 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -1296673.000000 Penalty: 3089.205078 Iteration 9Q: 3 clusters Score -1296673 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1296692.500000 Penalty: 3089.205078 Iteration 10Q: 3 clusters Score -1296692 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -1296703.500000 Penalty: 3089.205078 Iteration 11Q: 3 clusters Score -1296704 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -1296704.000000 Penalty: 3089.205078 Iteration 12Q: 3 clusters Score -1296704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -1296705.000000 Penalty: 3089.205078 Iteration 13Q: 3 clusters Score -1296705 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -1296702.125000 Penalty: 3089.205078 Iteration 14Q: 3 clusters Score -1296702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -1296703.250000 Penalty: 3089.205078 Iteration 15Q: 3 clusters Score -1296703 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -1296703.250000 Penalty: 3089.205078 Iteration 16F: 3 clusters Score -1296703 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 8832 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Entering Unmasked Estep Score: -8137016.500000 Penalty: 46238.757812 Splitting cluster 11 changes total score from -8125452.000000 to -8137016.500000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 12 (2320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Entering Unmasked Estep Score: -209365.296875 Penalty: 1259.264893 Iteration 0F: 2 clusters Score -209365.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -207055.671875 Penalty: 2518.529785 Iteration 0F: 3 clusters Score -207055.7 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -207585.421875 Penalty: 2518.529785 Iteration 1F: 3 clusters Score -207585.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -207794.296875 Penalty: 2518.529785 Iteration 2F: 3 clusters Score -207794.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -207944.968750 Penalty: 2518.529785 Iteration 3F: 3 clusters Score -207945 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -208082.234375 Penalty: 2518.529785 Iteration 4F: 3 clusters Score -208082.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -208224.953125 Penalty: 2518.529785 Iteration 5F: 3 clusters Score -208225 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -208349.562500 Penalty: 2518.529785 Iteration 6F: 3 clusters Score -208349.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -208532.031250 Penalty: 2518.529785 Iteration 7Q: 3 clusters Score -208532 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -208733.609375 Penalty: 2518.529785 Iteration 8F: 3 clusters Score -208733.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -208913.015625 Penalty: 2518.529785 Iteration 9F: 3 clusters Score -208913 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -209045.781250 Penalty: 2518.529785 Iteration 10Q: 3 clusters Score -209045.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -209146.859375 Penalty: 2518.529785 Iteration 11Q: 3 clusters Score -209146.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -209232.187500 Penalty: 2518.529785 Iteration 12Q: 3 clusters Score -209232.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -209310.328125 Penalty: 2518.529785 Iteration 13Q: 3 clusters Score -209310.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -209393.343750 Penalty: 2518.529785 Iteration 14Q: 3 clusters Score -209393.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -209456.968750 Penalty: 2518.529785 Iteration 15Q: 3 clusters Score -209457 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -209512.031250 Penalty: 2518.529785 Iteration 16Q: 3 clusters Score -209512 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -209569.265625 Penalty: 2518.529785 Iteration 17Q: 3 clusters Score -209569.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -209616.500000 Penalty: 2518.529785 Iteration 18Q: 3 clusters Score -209616.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -209673.656250 Penalty: 2518.529785 Iteration 19Q: 3 clusters Score -209673.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -209776.281250 Penalty: 2518.529785 Iteration 20F: 3 clusters Score -209776.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -209850.640625 Penalty: 2518.529785 Iteration 21Q: 3 clusters Score -209850.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -209932.406250 Penalty: 2518.529785 Iteration 22Q: 3 clusters Score -209932.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -209974.796875 Penalty: 2518.529785 Iteration 23Q: 3 clusters Score -209974.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -209995.390625 Penalty: 2518.529785 Iteration 24Q: 3 clusters Score -209995.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -210009.234375 Penalty: 2518.529785 Iteration 25Q: 3 clusters Score -210009.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -210023.171875 Penalty: 2518.529785 Iteration 26Q: 3 clusters Score -210023.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -210040.609375 Penalty: 2518.529785 Iteration 27Q: 3 clusters Score -210040.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -210076.250000 Penalty: 2518.529785 Iteration 28Q: 3 clusters Score -210076.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -210145.000000 Penalty: 2518.529785 Iteration 29Q: 3 clusters Score -210145 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -210217.468750 Penalty: 2518.529785 Iteration 30Q: 3 clusters Score -210217.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -210250.156250 Penalty: 2518.529785 Iteration 31Q: 3 clusters Score -210250.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -210258.031250 Penalty: 2518.529785 Iteration 32Q: 3 clusters Score -210258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -210262.218750 Penalty: 2518.529785 Iteration 33Q: 3 clusters Score -210262.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -210266.515625 Penalty: 2518.529785 Iteration 34Q: 3 clusters Score -210266.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -210270.203125 Penalty: 2518.529785 Iteration 35Q: 3 clusters Score -210270.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -210274.359375 Penalty: 2518.529785 Iteration 36Q: 3 clusters Score -210274.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -210276.312500 Penalty: 2518.529785 Iteration 37Q: 3 clusters Score -210276.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -210280.328125 Penalty: 2518.529785 Iteration 38Q: 3 clusters Score -210280.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -210281.921875 Penalty: 2518.529785 Iteration 39Q: 3 clusters Score -210281.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -210282.156250 Penalty: 2518.529785 Iteration 40F: 3 clusters Score -210282.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -210282.375000 Penalty: 2518.529785 Iteration 41Q: 3 clusters Score -210282.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -210282.562500 Penalty: 2518.529785 Iteration 42Q: 3 clusters Score -210282.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -210282.562500 Penalty: 2518.529785 Iteration 43F: 3 clusters Score -210282.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 8832 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Mstep: Class 26 contains 845 members Entering Unmasked Estep Score: -8137338.500000 Penalty: 48088.308594 Splitting cluster 12 changes total score from -8125452.000000 to -8137338.500000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 13 (8832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Entering Unmasked Estep Score: -816196.062500 Penalty: 1476.497192 Iteration 0F: 2 clusters Score -816196.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -809803.250000 Penalty: 2952.994385 Iteration 0F: 3 clusters Score -809803.2 nChanged 3792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -811889.437500 Penalty: 2952.994385 Iteration 1F: 3 clusters Score -811889.4 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -812182.562500 Penalty: 2952.994385 Iteration 2F: 3 clusters Score -812182.6 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -812444.312500 Penalty: 2952.994385 Iteration 3F: 3 clusters Score -812444.3 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -812750.375000 Penalty: 2952.994385 Iteration 4F: 3 clusters Score -812750.4 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -813269.625000 Penalty: 2952.994385 Iteration 5F: 3 clusters Score -813269.6 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -814340.125000 Penalty: 2952.994385 Iteration 6F: 3 clusters Score -814340.1 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -816687.312500 Penalty: 2952.994385 Iteration 7F: 3 clusters Score -816687.3 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -820316.437500 Penalty: 2952.994385 Iteration 8F: 3 clusters Score -820316.4 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -821442.500000 Penalty: 2952.994385 Iteration 9F: 3 clusters Score -821442.5 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -821681.500000 Penalty: 2952.994385 Iteration 10Q: 3 clusters Score -821681.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -821710.125000 Penalty: 2952.994385 Iteration 11Q: 3 clusters Score -821710.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -821718.437500 Penalty: 2952.994385 Iteration 12Q: 3 clusters Score -821718.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -821726.437500 Penalty: 2952.994385 Iteration 13Q: 3 clusters Score -821726.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -821726.562500 Penalty: 2952.994385 Iteration 14Q: 3 clusters Score -821726.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -821727.125000 Penalty: 2952.994385 Iteration 15Q: 3 clusters Score -821727.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -821729.000000 Penalty: 2952.994385 Iteration 16Q: 3 clusters Score -821729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -821730.250000 Penalty: 2952.994385 Iteration 17Q: 3 clusters Score -821730.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -821729.500000 Penalty: 2952.994385 Iteration 18Q: 3 clusters Score -821729.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -821729.125000 Penalty: 2952.994385 Iteration 19Q: 3 clusters Score -821729.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -821729.375000 Penalty: 2952.994385 Iteration 20F: 3 clusters Score -821729.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -821731.125000 Penalty: 2952.994385 Iteration 21Q: 3 clusters Score -821731.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -821730.062500 Penalty: 2952.994385 Iteration 22Q: 3 clusters Score -821730.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -821734.312500 Penalty: 2952.994385 Iteration 23Q: 3 clusters Score -821734.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -821731.312500 Penalty: 2952.994385 Iteration 24Q: 3 clusters Score -821731.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -821730.250000 Penalty: 2952.994385 Iteration 25Q: 3 clusters Score -821730.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -821732.562500 Penalty: 2952.994385 Iteration 26Q: 3 clusters Score -821732.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -821732.687500 Penalty: 2952.994385 Iteration 27Q: 3 clusters Score -821732.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -821732.562500 Penalty: 2952.994385 Iteration 28Q: 3 clusters Score -821732.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -821733.312500 Penalty: 2952.994385 Iteration 29Q: 3 clusters Score -821733.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -821733.312500 Penalty: 2952.994385 Iteration 30F: 3 clusters Score -821733.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 3192 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 6749 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Mstep: Class 26 contains 845 members Mstep: Class 27 contains 5640 members Entering Unmasked Estep Score: -8142505.000000 Penalty: 49937.859375 Splitting cluster 13 changes total score from -8125452.000000 to -8142505.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 15 (6749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Entering Unmasked Estep Score: -658736.437500 Penalty: 1432.786743 Iteration 0F: 2 clusters Score -658736.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -653762.062500 Penalty: 2865.573486 Iteration 0F: 3 clusters Score -653762.1 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -655885.250000 Penalty: 2865.573486 Iteration 1F: 3 clusters Score -655885.2 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -657103.062500 Penalty: 2865.573486 Iteration 2F: 3 clusters Score -657103.1 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -659720.312500 Penalty: 2865.573486 Iteration 3F: 3 clusters Score -659720.3 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -662929.500000 Penalty: 2865.573486 Iteration 4F: 3 clusters Score -662929.5 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -663377.250000 Penalty: 2865.573486 Iteration 5F: 3 clusters Score -663377.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -663492.625000 Penalty: 2865.573486 Iteration 6Q: 3 clusters Score -663492.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -663600.250000 Penalty: 2865.573486 Iteration 7Q: 3 clusters Score -663600.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -663749.437500 Penalty: 2865.573486 Iteration 8Q: 3 clusters Score -663749.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -663950.687500 Penalty: 2865.573486 Iteration 9Q: 3 clusters Score -663950.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -664154.812500 Penalty: 2865.573486 Iteration 10Q: 3 clusters Score -664154.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -664217.375000 Penalty: 2865.573486 Iteration 11Q: 3 clusters Score -664217.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -664226.062500 Penalty: 2865.573486 Iteration 12Q: 3 clusters Score -664226.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -664229.812500 Penalty: 2865.573486 Iteration 13Q: 3 clusters Score -664229.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -664229.062500 Penalty: 2865.573486 Iteration 14Q: 3 clusters Score -664229.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -664229.062500 Penalty: 2865.573486 Iteration 15F: 3 clusters Score -664229.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 3192 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 3550 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 2278 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Mstep: Class 26 contains 845 members Mstep: Class 27 contains 5640 members Mstep: Class 28 contains 3199 members Entering Unmasked Estep Score: -8147576.500000 Penalty: 51787.410156 Splitting cluster 15 changes total score from -8125452.000000 to -8147576.500000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 16 (611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Entering Unmasked Estep Score: -54847.984375 Penalty: 1042.453247 Iteration 0F: 2 clusters Score -54847.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -53701.976562 Penalty: 2084.906494 Iteration 0F: 3 clusters Score -53701.98 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -53882.472656 Penalty: 2084.906494 Iteration 1F: 3 clusters Score -53882.47 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -53921.718750 Penalty: 2084.906494 Iteration 2Q: 3 clusters Score -53921.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -53932.355469 Penalty: 2084.906494 Iteration 3Q: 3 clusters Score -53932.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -53942.972656 Penalty: 2084.906494 Iteration 4Q: 3 clusters Score -53942.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -53951.648438 Penalty: 2084.906494 Iteration 5Q: 3 clusters Score -53951.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -53962.976562 Penalty: 2084.906494 Iteration 6Q: 3 clusters Score -53962.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -53972.425781 Penalty: 2084.906494 Iteration 7Q: 3 clusters Score -53972.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -53981.753906 Penalty: 2084.906494 Iteration 8Q: 3 clusters Score -53981.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -53987.851562 Penalty: 2084.906494 Iteration 9Q: 3 clusters Score -53987.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -53991.074219 Penalty: 2084.906494 Iteration 10Q: 3 clusters Score -53991.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -53991.781250 Penalty: 2084.906494 Iteration 11Q: 3 clusters Score -53991.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -53993.113281 Penalty: 2084.906494 Iteration 12Q: 3 clusters Score -53993.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -53994.625000 Penalty: 2084.906494 Iteration 13Q: 3 clusters Score -53994.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -53994.625000 Penalty: 2084.906494 Iteration 14F: 3 clusters Score -53994.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Entering Unmasked Estep Score: -200584.296875 Penalty: 1256.296143 Iteration 0F: 2 clusters Score -200584.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -198321.812500 Penalty: 2512.592285 Iteration 0F: 3 clusters Score -198321.8 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -199031.828125 Penalty: 2512.592285 Iteration 1F: 3 clusters Score -199031.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -199561.890625 Penalty: 2512.592285 Iteration 2F: 3 clusters Score -199561.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -200033.562500 Penalty: 2512.592285 Iteration 3F: 3 clusters Score -200033.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -200321.218750 Penalty: 2512.592285 Iteration 4F: 3 clusters Score -200321.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -200509.125000 Penalty: 2512.592285 Iteration 5F: 3 clusters Score -200509.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -200694.750000 Penalty: 2512.592285 Iteration 6Q: 3 clusters Score -200694.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -200859.531250 Penalty: 2512.592285 Iteration 7Q: 3 clusters Score -200859.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -201073.625000 Penalty: 2512.592285 Iteration 8Q: 3 clusters Score -201073.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -201231.484375 Penalty: 2512.592285 Iteration 9Q: 3 clusters Score -201231.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -201326.281250 Penalty: 2512.592285 Iteration 10Q: 3 clusters Score -201326.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -201419.156250 Penalty: 2512.592285 Iteration 11Q: 3 clusters Score -201419.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -201507.875000 Penalty: 2512.592285 Iteration 12Q: 3 clusters Score -201507.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -201564.765625 Penalty: 2512.592285 Iteration 13Q: 3 clusters Score -201564.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -201608.828125 Penalty: 2512.592285 Iteration 14Q: 3 clusters Score -201608.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -201648.468750 Penalty: 2512.592285 Iteration 15Q: 3 clusters Score -201648.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -201681.734375 Penalty: 2512.592285 Iteration 16Q: 3 clusters Score -201681.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -201707.703125 Penalty: 2512.592285 Iteration 17Q: 3 clusters Score -201707.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -201720.437500 Penalty: 2512.592285 Iteration 18Q: 3 clusters Score -201720.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -201729.421875 Penalty: 2512.592285 Iteration 19Q: 3 clusters Score -201729.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -201734.796875 Penalty: 2512.592285 Iteration 20F: 3 clusters Score -201734.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -201735.390625 Penalty: 2512.592285 Iteration 21Q: 3 clusters Score -201735.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -201735.390625 Penalty: 2512.592285 Iteration 22F: 3 clusters Score -201735.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 3192 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 3550 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 724 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Mstep: Class 26 contains 845 members Mstep: Class 27 contains 5640 members Mstep: Class 28 contains 3199 members Mstep: Class 29 contains 1554 members Entering Unmasked Estep Score: -8148134.500000 Penalty: 53636.960938 Splitting cluster 17 changes total score from -8125452.000000 to -8148134.500000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 18 (1654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Entering Unmasked Estep Score: -156168.953125 Penalty: 1204.279663 Iteration 0F: 2 clusters Score -156169 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -154317.312500 Penalty: 2408.559326 Iteration 0F: 3 clusters Score -154317.3 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -154723.265625 Penalty: 2408.559326 Iteration 1F: 3 clusters Score -154723.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -155030.375000 Penalty: 2408.559326 Iteration 2F: 3 clusters Score -155030.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -155514.343750 Penalty: 2408.559326 Iteration 3F: 3 clusters Score -155514.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -156342.078125 Penalty: 2408.559326 Iteration 4F: 3 clusters Score -156342.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -157585.437500 Penalty: 2408.559326 Iteration 5F: 3 clusters Score -157585.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -157935.906250 Penalty: 2408.559326 Iteration 6F: 3 clusters Score -157935.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -158148.015625 Penalty: 2408.559326 Iteration 7Q: 3 clusters Score -158148 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -158347.000000 Penalty: 2408.559326 Iteration 8Q: 3 clusters Score -158347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -158386.468750 Penalty: 2408.559326 Iteration 9Q: 3 clusters Score -158386.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -158386.468750 Penalty: 2408.559326 Iteration 10F: 3 clusters Score -158386.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 3192 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 3550 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 724 members Mstep: Class 18 contains 1139 members Mstep: Class 19 contains 3419 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Mstep: Class 26 contains 845 members Mstep: Class 27 contains 5640 members Mstep: Class 28 contains 3199 members Mstep: Class 29 contains 1554 members Mstep: Class 30 contains 515 members Entering Unmasked Estep Score: -8149717.500000 Penalty: 55486.511719 Splitting cluster 18 changes total score from -8125452.000000 to -8149717.500000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 19 (3419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Entering Unmasked Estep Score: -322474.250000 Penalty: 1322.279297 Iteration 0F: 2 clusters Score -322474.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -319442.125000 Penalty: 2644.558594 Iteration 0F: 3 clusters Score -319442.1 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -320324.781250 Penalty: 2644.558594 Iteration 1F: 3 clusters Score -320324.8 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -320558.687500 Penalty: 2644.558594 Iteration 2F: 3 clusters Score -320558.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -320766.156250 Penalty: 2644.558594 Iteration 3F: 3 clusters Score -320766.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -321043.750000 Penalty: 2644.558594 Iteration 4F: 3 clusters Score -321043.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -321470.687500 Penalty: 2644.558594 Iteration 5F: 3 clusters Score -321470.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -321954.750000 Penalty: 2644.558594 Iteration 6F: 3 clusters Score -321954.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -322411.843750 Penalty: 2644.558594 Iteration 7F: 3 clusters Score -322411.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -322842.656250 Penalty: 2644.558594 Iteration 8F: 3 clusters Score -322842.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -323160.656250 Penalty: 2644.558594 Iteration 9Q: 3 clusters Score -323160.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -323412.781250 Penalty: 2644.558594 Iteration 10Q: 3 clusters Score -323412.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -323600.468750 Penalty: 2644.558594 Iteration 11Q: 3 clusters Score -323600.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -323637.531250 Penalty: 2644.558594 Iteration 12Q: 3 clusters Score -323637.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -323652.187500 Penalty: 2644.558594 Iteration 13Q: 3 clusters Score -323652.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -323661.656250 Penalty: 2644.558594 Iteration 14Q: 3 clusters Score -323661.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -323667.562500 Penalty: 2644.558594 Iteration 15Q: 3 clusters Score -323667.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -323668.531250 Penalty: 2644.558594 Iteration 16Q: 3 clusters Score -323668.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -323669.437500 Penalty: 2644.558594 Iteration 17Q: 3 clusters Score -323669.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -323669.656250 Penalty: 2644.558594 Iteration 18Q: 3 clusters Score -323669.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -323670.000000 Penalty: 2644.558594 Iteration 19Q: 3 clusters Score -323670 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -323670.000000 Penalty: 2644.558594 Iteration 20F: 3 clusters Score -323670 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 3192 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 3550 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 724 members Mstep: Class 18 contains 1139 members Mstep: Class 19 contains 2255 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 612 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Mstep: Class 26 contains 845 members Mstep: Class 27 contains 5640 members Mstep: Class 28 contains 3199 members Mstep: Class 29 contains 1554 members Mstep: Class 30 contains 515 members Mstep: Class 31 contains 1164 members Entering Unmasked Estep Score: -8150385.000000 Penalty: 57336.062500 Splitting cluster 19 changes total score from -8125452.000000 to -8150385.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 21 (951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Entering Unmasked Estep Score: -89202.421875 Penalty: 1114.346069 Iteration 0F: 2 clusters Score -89202.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -87808.117188 Penalty: 2228.692139 Iteration 0F: 3 clusters Score -87808.12 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -88072.882812 Penalty: 2228.692139 Iteration 1F: 3 clusters Score -88072.88 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -88161.984375 Penalty: 2228.692139 Iteration 2F: 3 clusters Score -88161.98 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -88228.156250 Penalty: 2228.692139 Iteration 3Q: 3 clusters Score -88228.16 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -88305.742188 Penalty: 2228.692139 Iteration 4Q: 3 clusters Score -88305.74 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -88395.445312 Penalty: 2228.692139 Iteration 5Q: 3 clusters Score -88395.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -88457.695312 Penalty: 2228.692139 Iteration 6Q: 3 clusters Score -88457.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -88516.304688 Penalty: 2228.692139 Iteration 7Q: 3 clusters Score -88516.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -88576.789062 Penalty: 2228.692139 Iteration 8Q: 3 clusters Score -88576.79 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -88616.367188 Penalty: 2228.692139 Iteration 9Q: 3 clusters Score -88616.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -88642.101562 Penalty: 2228.692139 Iteration 10Q: 3 clusters Score -88642.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -88662.453125 Penalty: 2228.692139 Iteration 11Q: 3 clusters Score -88662.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -88688.562500 Penalty: 2228.692139 Iteration 12Q: 3 clusters Score -88688.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -88706.593750 Penalty: 2228.692139 Iteration 13Q: 3 clusters Score -88706.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -88730.890625 Penalty: 2228.692139 Iteration 14Q: 3 clusters Score -88730.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -88744.289062 Penalty: 2228.692139 Iteration 15Q: 3 clusters Score -88744.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -88760.203125 Penalty: 2228.692139 Iteration 16Q: 3 clusters Score -88760.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -88779.593750 Penalty: 2228.692139 Iteration 17Q: 3 clusters Score -88779.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -88807.578125 Penalty: 2228.692139 Iteration 18Q: 3 clusters Score -88807.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -88837.953125 Penalty: 2228.692139 Iteration 19Q: 3 clusters Score -88837.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -88875.546875 Penalty: 2228.692139 Iteration 20F: 3 clusters Score -88875.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -88912.093750 Penalty: 2228.692139 Iteration 21Q: 3 clusters Score -88912.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -88928.257812 Penalty: 2228.692139 Iteration 22Q: 3 clusters Score -88928.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -88949.531250 Penalty: 2228.692139 Iteration 23Q: 3 clusters Score -88949.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -88955.656250 Penalty: 2228.692139 Iteration 24Q: 3 clusters Score -88955.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -88958.500000 Penalty: 2228.692139 Iteration 25Q: 3 clusters Score -88958.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -88960.812500 Penalty: 2228.692139 Iteration 26Q: 3 clusters Score -88960.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -88974.671875 Penalty: 2228.692139 Iteration 27Q: 3 clusters Score -88974.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -88990.171875 Penalty: 2228.692139 Iteration 28Q: 3 clusters Score -88990.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -88999.460938 Penalty: 2228.692139 Iteration 29Q: 3 clusters Score -88999.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -89004.484375 Penalty: 2228.692139 Iteration 30Q: 3 clusters Score -89004.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -89006.812500 Penalty: 2228.692139 Iteration 31Q: 3 clusters Score -89006.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -89014.531250 Penalty: 2228.692139 Iteration 32Q: 3 clusters Score -89014.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -89020.773438 Penalty: 2228.692139 Iteration 33Q: 3 clusters Score -89020.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -89031.968750 Penalty: 2228.692139 Iteration 34Q: 3 clusters Score -89031.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -89035.023438 Penalty: 2228.692139 Iteration 35Q: 3 clusters Score -89035.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -89037.898438 Penalty: 2228.692139 Iteration 36Q: 3 clusters Score -89037.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -89037.898438 Penalty: 2228.692139 Iteration 37F: 3 clusters Score -89037.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -43812.199219 Penalty: 1042.718994 Iteration 0F: 2 clusters Score -43812.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -42817.500000 Penalty: 2085.437988 Iteration 0F: 3 clusters Score -42817.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -43223.503906 Penalty: 2085.437988 Iteration 1F: 3 clusters Score -43223.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -43592.992188 Penalty: 2085.437988 Iteration 2F: 3 clusters Score -43592.99 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -43963.546875 Penalty: 2085.437988 Iteration 3F: 3 clusters Score -43963.55 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -44273.914062 Penalty: 2085.437988 Iteration 4F: 3 clusters Score -44273.91 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -44464.933594 Penalty: 2085.437988 Iteration 5Q: 3 clusters Score -44464.93 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -44552.074219 Penalty: 2085.437988 Iteration 6Q: 3 clusters Score -44552.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -44573.371094 Penalty: 2085.437988 Iteration 7Q: 3 clusters Score -44573.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -44576.320312 Penalty: 2085.437988 Iteration 8Q: 3 clusters Score -44576.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -44580.925781 Penalty: 2085.437988 Iteration 9Q: 3 clusters Score -44580.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -44582.542969 Penalty: 2085.437988 Iteration 10Q: 3 clusters Score -44582.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -44582.542969 Penalty: 2085.437988 Iteration 11F: 3 clusters Score -44582.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 3192 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 3550 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 724 members Mstep: Class 18 contains 1139 members Mstep: Class 19 contains 2255 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 193 members Mstep: Class 23 contains 14794 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Mstep: Class 26 contains 845 members Mstep: Class 27 contains 5640 members Mstep: Class 28 contains 3199 members Mstep: Class 29 contains 1554 members Mstep: Class 30 contains 515 members Mstep: Class 31 contains 1164 members Mstep: Class 32 contains 419 members Entering Unmasked Estep Score: -8150349.500000 Penalty: 59185.613281 Splitting cluster 22 changes total score from -8125452.000000 to -8150349.500000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 23 (14794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14794 members Entering Unmasked Estep Score: -1441567.875000 Penalty: 1560.321289 Iteration 0F: 2 clusters Score -1441568 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -1431421.875000 Penalty: 3120.642578 Iteration 0F: 3 clusters Score -1431422 nChanged 6619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -1435187.000000 Penalty: 3120.642578 Iteration 1F: 3 clusters Score -1435187 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -1435959.750000 Penalty: 3120.642578 Iteration 2F: 3 clusters Score -1435960 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -1437187.500000 Penalty: 3120.642578 Iteration 3F: 3 clusters Score -1437188 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1439072.000000 Penalty: 3120.642578 Iteration 4F: 3 clusters Score -1439072 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -1441883.625000 Penalty: 3120.642578 Iteration 5F: 3 clusters Score -1441884 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1446128.125000 Penalty: 3120.642578 Iteration 6F: 3 clusters Score -1446128 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -1452476.875000 Penalty: 3120.642578 Iteration 7F: 3 clusters Score -1452477 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1455831.125000 Penalty: 3120.642578 Iteration 8F: 3 clusters Score -1455831 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -1458292.250000 Penalty: 3120.642578 Iteration 9Q: 3 clusters Score -1458292 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -1458508.375000 Penalty: 3120.642578 Iteration 10Q: 3 clusters Score -1458508 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -1458523.125000 Penalty: 3120.642578 Iteration 11Q: 3 clusters Score -1458523 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -1458523.000000 Penalty: 3120.642578 Iteration 12Q: 3 clusters Score -1458523 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -1458523.000000 Penalty: 3120.642578 Iteration 13F: 3 clusters Score -1458523 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 767 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 3192 members Mstep: Class 14 contains 2118 members Mstep: Class 15 contains 3550 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 724 members Mstep: Class 18 contains 1139 members Mstep: Class 19 contains 2255 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 193 members Mstep: Class 23 contains 6777 members Mstep: Class 24 contains 800 members Mstep: Class 25 contains 6134 members Mstep: Class 26 contains 845 members Mstep: Class 27 contains 5640 members Mstep: Class 28 contains 3199 members Mstep: Class 29 contains 1554 members Mstep: Class 30 contains 515 members Mstep: Class 31 contains 1164 members Mstep: Class 32 contains 419 members Mstep: Class 33 contains 8017 members Entering Unmasked Estep Score: -8167011.500000 Penalty: 61035.160156 Splitting cluster 23 changes total score from -8125452.000000 to -8167011.500000 So it's getting split into cluster 33. Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 3 contains 2097 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 1503 members Mstep: Class 8 contains 873 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 13888 members Mstep: Class 11 contains 7296 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 3192 members Mstep: Class 15 contains 3550 members Mstep: Class 16 contains 611 members Mstep: Class 17 contains 724 members Mstep: Class 18 contains 1139 members Mstep: Class 19 contains 2255 members Mstep: Class 21 contains 951 members Mstep: Class 22 contains 193 members Mstep: Class 23 contains 6777 members Entering Unmasked Estep ConsiderDeletion Score: -8170290.500000 Penalty: 61035.160156 Iteration 39Q: 34 clusters Score -8170290 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 1956 members Mstep: Class 4 contains 1698 members Mstep: Class 5 contains 881 members Mstep: Class 6 contains 474 members Mstep: Class 7 contains 1521 members Mstep: Class 8 contains 882 members Mstep: Class 9 contains 2856 members Mstep: Class 10 contains 14204 members Mstep: Class 11 contains 7326 members Mstep: Class 12 contains 1536 members Mstep: Class 13 contains 2881 members Mstep: Class 14 contains 2096 members Mstep: Class 15 contains 3725 members Mstep: Class 16 contains 623 members Mstep: Class 17 contains 835 members Mstep: Class 18 contains 1199 members Mstep: Class 19 contains 2113 members Mstep: Class 20 contains 2028 members Mstep: Class 21 contains 949 members Mstep: Class 22 contains 196 members Mstep: Class 23 contains 7064 members Mstep: Class 24 contains 778 members Mstep: Class 25 contains 6140 members Mstep: Class 26 contains 823 members Mstep: Class 27 contains 5626 members Mstep: Class 28 contains 3099 members Mstep: Class 29 contains 1327 members Mstep: Class 30 contains 520 members Mstep: Class 31 contains 1143 members Mstep: Class 32 contains 417 members Mstep: Class 33 contains 7938 members Entering Unmasked Estep ConsiderDeletion Score: -8173549.000000 Penalty: 61035.160156 Iteration 40F: 34 clusters Score -8173549 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1677 members Mstep: Class 5 contains 865 members Mstep: Class 6 contains 473 members Mstep: Class 7 contains 1523 members Mstep: Class 8 contains 879 members Mstep: Class 9 contains 2846 members Mstep: Class 10 contains 14401 members Mstep: Class 11 contains 7295 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 2646 members Mstep: Class 14 contains 2099 members Mstep: Class 15 contains 3797 members Mstep: Class 16 contains 559 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 1172 members Mstep: Class 19 contains 2003 members Mstep: Class 20 contains 2023 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 195 members Mstep: Class 23 contains 7201 members Mstep: Class 24 contains 848 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 850 members Mstep: Class 27 contains 5629 members Mstep: Class 28 contains 3157 members Mstep: Class 29 contains 1341 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1153 members Mstep: Class 32 contains 453 members Mstep: Class 33 contains 8005 members Entering Unmasked Estep ConsiderDeletion Score: -8174977.000000 Penalty: 61035.160156 Iteration 41Q: 34 clusters Score -8174977 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 916 members Mstep: Class 3 contains 1723 members Mstep: Class 4 contains 1673 members Mstep: Class 5 contains 854 members Mstep: Class 6 contains 475 members Mstep: Class 7 contains 1543 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 14589 members Mstep: Class 11 contains 7286 members Mstep: Class 12 contains 1308 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 2099 members Mstep: Class 15 contains 3864 members Mstep: Class 16 contains 540 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 1160 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 2009 members Mstep: Class 21 contains 946 members Mstep: Class 22 contains 195 members Mstep: Class 23 contains 7298 members Mstep: Class 24 contains 901 members Mstep: Class 25 contains 6178 members Mstep: Class 26 contains 854 members Mstep: Class 27 contains 5638 members Mstep: Class 28 contains 3146 members Mstep: Class 29 contains 1329 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1150 members Mstep: Class 32 contains 450 members Mstep: Class 33 contains 8024 members Entering Unmasked Estep ConsiderDeletion Score: -8175549.500000 Penalty: 61035.160156 Iteration 42Q: 34 clusters Score -8175550 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 924 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 1671 members Mstep: Class 5 contains 851 members Mstep: Class 6 contains 476 members Mstep: Class 7 contains 1557 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2837 members Mstep: Class 10 contains 14746 members Mstep: Class 11 contains 7285 members Mstep: Class 12 contains 1291 members Mstep: Class 13 contains 2310 members Mstep: Class 14 contains 2100 members Mstep: Class 15 contains 3920 members Mstep: Class 16 contains 530 members Mstep: Class 17 contains 852 members Mstep: Class 18 contains 1153 members Mstep: Class 19 contains 1866 members Mstep: Class 20 contains 1998 members Mstep: Class 21 contains 947 members Mstep: Class 22 contains 198 members Mstep: Class 23 contains 7363 members Mstep: Class 24 contains 936 members Mstep: Class 25 contains 6180 members Mstep: Class 26 contains 858 members Mstep: Class 27 contains 5641 members Mstep: Class 28 contains 3120 members Mstep: Class 29 contains 1321 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1146 members Mstep: Class 32 contains 439 members Mstep: Class 33 contains 8033 members Entering Unmasked Estep ConsiderDeletion Score: -8175931.500000 Penalty: 61035.160156 Iteration 43Q: 34 clusters Score -8175932 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 927 members Mstep: Class 3 contains 1625 members Mstep: Class 4 contains 1665 members Mstep: Class 5 contains 852 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1564 members Mstep: Class 8 contains 915 members Mstep: Class 9 contains 2831 members Mstep: Class 10 contains 14861 members Mstep: Class 11 contains 7286 members Mstep: Class 12 contains 1272 members Mstep: Class 13 contains 2195 members Mstep: Class 14 contains 2100 members Mstep: Class 15 contains 3963 members Mstep: Class 16 contains 521 members Mstep: Class 17 contains 854 members Mstep: Class 18 contains 1150 members Mstep: Class 19 contains 1823 members Mstep: Class 20 contains 1992 members Mstep: Class 21 contains 947 members Mstep: Class 22 contains 197 members Mstep: Class 23 contains 7416 members Mstep: Class 24 contains 967 members Mstep: Class 25 contains 6171 members Mstep: Class 26 contains 856 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 3103 members Mstep: Class 29 contains 1315 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1146 members Mstep: Class 32 contains 435 members Mstep: Class 33 contains 8035 members Entering Unmasked Estep ConsiderDeletion Score: -8176303.500000 Penalty: 61035.160156 Iteration 44Q: 34 clusters Score -8176304 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 923 members Mstep: Class 3 contains 1578 members Mstep: Class 4 contains 1663 members Mstep: Class 5 contains 854 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1567 members Mstep: Class 8 contains 932 members Mstep: Class 9 contains 2825 members Mstep: Class 10 contains 14940 members Mstep: Class 11 contains 7287 members Mstep: Class 12 contains 1257 members Mstep: Class 13 contains 2114 members Mstep: Class 14 contains 2101 members Mstep: Class 15 contains 4002 members Mstep: Class 16 contains 518 members Mstep: Class 17 contains 852 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 1787 members Mstep: Class 20 contains 1989 members Mstep: Class 21 contains 946 members Mstep: Class 22 contains 195 members Mstep: Class 23 contains 7472 members Mstep: Class 24 contains 998 members Mstep: Class 25 contains 6170 members Mstep: Class 26 contains 857 members Mstep: Class 27 contains 5651 members Mstep: Class 28 contains 3086 members Mstep: Class 29 contains 1310 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1143 members Mstep: Class 32 contains 430 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8176514.000000 Penalty: 61035.160156 Iteration 45Q: 34 clusters Score -8176514 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 921 members Mstep: Class 3 contains 1533 members Mstep: Class 4 contains 1660 members Mstep: Class 5 contains 858 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1567 members Mstep: Class 8 contains 952 members Mstep: Class 9 contains 2823 members Mstep: Class 10 contains 15026 members Mstep: Class 11 contains 7287 members Mstep: Class 12 contains 1247 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4029 members Mstep: Class 16 contains 511 members Mstep: Class 17 contains 853 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 1757 members Mstep: Class 20 contains 1987 members Mstep: Class 21 contains 945 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 7520 members Mstep: Class 24 contains 1027 members Mstep: Class 25 contains 6170 members Mstep: Class 26 contains 857 members Mstep: Class 27 contains 5649 members Mstep: Class 28 contains 3061 members Mstep: Class 29 contains 1304 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1141 members Mstep: Class 32 contains 431 members Mstep: Class 33 contains 8037 members Entering Unmasked Estep ConsiderDeletion Score: -8176727.000000 Penalty: 61035.160156 Iteration 46Q: 34 clusters Score -8176727 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 922 members Mstep: Class 3 contains 1513 members Mstep: Class 4 contains 1659 members Mstep: Class 5 contains 859 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1567 members Mstep: Class 8 contains 972 members Mstep: Class 9 contains 2817 members Mstep: Class 10 contains 15090 members Mstep: Class 11 contains 7286 members Mstep: Class 12 contains 1239 members Mstep: Class 13 contains 1980 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4050 members Mstep: Class 16 contains 509 members Mstep: Class 17 contains 854 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 1735 members Mstep: Class 20 contains 1984 members Mstep: Class 21 contains 944 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 7547 members Mstep: Class 24 contains 1047 members Mstep: Class 25 contains 6171 members Mstep: Class 26 contains 856 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 3035 members Mstep: Class 29 contains 1299 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1140 members Mstep: Class 32 contains 429 members Mstep: Class 33 contains 8036 members Entering Unmasked Estep ConsiderDeletion Score: -8176867.000000 Penalty: 61035.160156 Iteration 47Q: 34 clusters Score -8176867 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 925 members Mstep: Class 3 contains 1501 members Mstep: Class 4 contains 1657 members Mstep: Class 5 contains 859 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1567 members Mstep: Class 8 contains 983 members Mstep: Class 9 contains 2812 members Mstep: Class 10 contains 15140 members Mstep: Class 11 contains 7284 members Mstep: Class 12 contains 1236 members Mstep: Class 13 contains 1938 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4070 members Mstep: Class 16 contains 504 members Mstep: Class 17 contains 856 members Mstep: Class 18 contains 1147 members Mstep: Class 19 contains 1710 members Mstep: Class 20 contains 1984 members Mstep: Class 21 contains 943 members Mstep: Class 22 contains 189 members Mstep: Class 23 contains 7563 members Mstep: Class 24 contains 1074 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 857 members Mstep: Class 27 contains 5647 members Mstep: Class 28 contains 3007 members Mstep: Class 29 contains 1298 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1139 members Mstep: Class 32 contains 425 members Mstep: Class 33 contains 8037 members Entering Unmasked Estep ConsiderDeletion Score: -8176997.500000 Penalty: 61035.160156 Iteration 48Q: 34 clusters Score -8176998 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 927 members Mstep: Class 3 contains 1495 members Mstep: Class 4 contains 1656 members Mstep: Class 5 contains 859 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1566 members Mstep: Class 8 contains 990 members Mstep: Class 9 contains 2809 members Mstep: Class 10 contains 15172 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1235 members Mstep: Class 13 contains 1909 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4097 members Mstep: Class 16 contains 496 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 1683 members Mstep: Class 20 contains 1984 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 7575 members Mstep: Class 24 contains 1097 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 859 members Mstep: Class 27 contains 5646 members Mstep: Class 28 contains 2976 members Mstep: Class 29 contains 1295 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1137 members Mstep: Class 32 contains 425 members Mstep: Class 33 contains 8040 members Entering Unmasked Estep ConsiderDeletion Score: -8177088.000000 Penalty: 61035.160156 Iteration 49Q: 34 clusters Score -8177088 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 930 members Mstep: Class 3 contains 1494 members Mstep: Class 4 contains 1656 members Mstep: Class 5 contains 861 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1565 members Mstep: Class 8 contains 999 members Mstep: Class 9 contains 2805 members Mstep: Class 10 contains 15194 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1229 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4130 members Mstep: Class 16 contains 495 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1146 members Mstep: Class 19 contains 1655 members Mstep: Class 20 contains 1984 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 189 members Mstep: Class 23 contains 7581 members Mstep: Class 24 contains 1116 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 859 members Mstep: Class 27 contains 5647 members Mstep: Class 28 contains 2950 members Mstep: Class 29 contains 1294 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1136 members Mstep: Class 32 contains 424 members Mstep: Class 33 contains 8040 members Entering Unmasked Estep ConsiderDeletion Score: -8177159.000000 Penalty: 61035.160156 Iteration 50Q: 34 clusters Score -8177159 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 928 members Mstep: Class 3 contains 1492 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1564 members Mstep: Class 8 contains 1007 members Mstep: Class 9 contains 2799 members Mstep: Class 10 contains 15206 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1232 members Mstep: Class 13 contains 1873 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4151 members Mstep: Class 16 contains 497 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1634 members Mstep: Class 20 contains 1983 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 189 members Mstep: Class 23 contains 7589 members Mstep: Class 24 contains 1121 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 860 members Mstep: Class 27 contains 5649 members Mstep: Class 28 contains 2935 members Mstep: Class 29 contains 1294 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1135 members Mstep: Class 32 contains 423 members Mstep: Class 33 contains 8039 members Entering Unmasked Estep ConsiderDeletion Score: -8177212.500000 Penalty: 61035.160156 Iteration 51Q: 34 clusters Score -8177212 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 926 members Mstep: Class 3 contains 1492 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1564 members Mstep: Class 8 contains 1014 members Mstep: Class 9 contains 2793 members Mstep: Class 10 contains 15215 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1223 members Mstep: Class 13 contains 1865 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4176 members Mstep: Class 16 contains 495 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1615 members Mstep: Class 20 contains 1981 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 188 members Mstep: Class 23 contains 7596 members Mstep: Class 24 contains 1138 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 860 members Mstep: Class 27 contains 5650 members Mstep: Class 28 contains 2919 members Mstep: Class 29 contains 1293 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1135 members Mstep: Class 32 contains 422 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177218.500000 Penalty: 61035.160156 Iteration 52Q: 34 clusters Score -8177218 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 923 members Mstep: Class 3 contains 1496 members Mstep: Class 4 contains 1652 members Mstep: Class 5 contains 875 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1564 members Mstep: Class 8 contains 1023 members Mstep: Class 9 contains 2787 members Mstep: Class 10 contains 15225 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1219 members Mstep: Class 13 contains 1856 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4196 members Mstep: Class 16 contains 493 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1597 members Mstep: Class 20 contains 1980 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 189 members Mstep: Class 23 contains 7598 members Mstep: Class 24 contains 1141 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 860 members Mstep: Class 27 contains 5649 members Mstep: Class 28 contains 2909 members Mstep: Class 29 contains 1293 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1135 members Mstep: Class 32 contains 422 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177268.000000 Penalty: 61035.160156 Iteration 53Q: 34 clusters Score -8177268 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 920 members Mstep: Class 3 contains 1493 members Mstep: Class 4 contains 1652 members Mstep: Class 5 contains 879 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1564 members Mstep: Class 8 contains 1029 members Mstep: Class 9 contains 2784 members Mstep: Class 10 contains 15237 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1220 members Mstep: Class 13 contains 1843 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4221 members Mstep: Class 16 contains 492 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1580 members Mstep: Class 20 contains 1978 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 7604 members Mstep: Class 24 contains 1137 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 861 members Mstep: Class 27 contains 5649 members Mstep: Class 28 contains 2900 members Mstep: Class 29 contains 1293 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1134 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177324.000000 Penalty: 61035.160156 Iteration 54Q: 34 clusters Score -8177324 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 1491 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 881 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1563 members Mstep: Class 8 contains 1035 members Mstep: Class 9 contains 2781 members Mstep: Class 10 contains 15242 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1225 members Mstep: Class 13 contains 1836 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4243 members Mstep: Class 16 contains 491 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1561 members Mstep: Class 20 contains 1975 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 191 members Mstep: Class 23 contains 7610 members Mstep: Class 24 contains 1137 members Mstep: Class 25 contains 6171 members Mstep: Class 26 contains 862 members Mstep: Class 27 contains 5649 members Mstep: Class 28 contains 2892 members Mstep: Class 29 contains 1293 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1133 members Mstep: Class 32 contains 424 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177369.000000 Penalty: 61035.160156 Iteration 55Q: 34 clusters Score -8177369 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 915 members Mstep: Class 3 contains 1485 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 884 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1563 members Mstep: Class 8 contains 1038 members Mstep: Class 9 contains 2777 members Mstep: Class 10 contains 15250 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1224 members Mstep: Class 13 contains 1827 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4265 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 1973 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 189 members Mstep: Class 23 contains 7620 members Mstep: Class 24 contains 1139 members Mstep: Class 25 contains 6171 members Mstep: Class 26 contains 862 members Mstep: Class 27 contains 5649 members Mstep: Class 28 contains 2888 members Mstep: Class 29 contains 1293 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1132 members Mstep: Class 32 contains 426 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177385.000000 Penalty: 61035.160156 Iteration 56Q: 34 clusters Score -8177385 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 1479 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 886 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1564 members Mstep: Class 8 contains 1040 members Mstep: Class 9 contains 2777 members Mstep: Class 10 contains 15254 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1224 members Mstep: Class 13 contains 1825 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4284 members Mstep: Class 16 contains 485 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1529 members Mstep: Class 20 contains 1970 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 187 members Mstep: Class 23 contains 7626 members Mstep: Class 24 contains 1144 members Mstep: Class 25 contains 6171 members Mstep: Class 26 contains 866 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2881 members Mstep: Class 29 contains 1293 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1131 members Mstep: Class 32 contains 426 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177403.000000 Penalty: 61035.160156 Iteration 57Q: 34 clusters Score -8177403 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 1472 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 888 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1567 members Mstep: Class 8 contains 1040 members Mstep: Class 9 contains 2776 members Mstep: Class 10 contains 15260 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1227 members Mstep: Class 13 contains 1821 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4295 members Mstep: Class 16 contains 483 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1521 members Mstep: Class 20 contains 1965 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 185 members Mstep: Class 23 contains 7634 members Mstep: Class 24 contains 1149 members Mstep: Class 25 contains 6171 members Mstep: Class 26 contains 867 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2874 members Mstep: Class 29 contains 1293 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1131 members Mstep: Class 32 contains 425 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177430.000000 Penalty: 61035.160156 Iteration 58Q: 34 clusters Score -8177430 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 910 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 889 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1568 members Mstep: Class 8 contains 1041 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15262 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1224 members Mstep: Class 13 contains 1819 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4310 members Mstep: Class 16 contains 483 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1507 members Mstep: Class 20 contains 1964 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 185 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1156 members Mstep: Class 25 contains 6171 members Mstep: Class 26 contains 869 members Mstep: Class 27 contains 5649 members Mstep: Class 28 contains 2867 members Mstep: Class 29 contains 1292 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1131 members Mstep: Class 32 contains 424 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177448.500000 Penalty: 61035.160156 Iteration 59Q: 34 clusters Score -8177448 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 890 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1569 members Mstep: Class 8 contains 1041 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1226 members Mstep: Class 13 contains 1817 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4325 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1490 members Mstep: Class 20 contains 1963 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 185 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1157 members Mstep: Class 25 contains 6170 members Mstep: Class 26 contains 869 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2866 members Mstep: Class 29 contains 1292 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1131 members Mstep: Class 32 contains 424 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177487.000000 Penalty: 61035.160156 Iteration 60F: 34 clusters Score -8177487 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 891 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1571 members Mstep: Class 8 contains 1042 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1227 members Mstep: Class 13 contains 1816 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4336 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1480 members Mstep: Class 20 contains 1961 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 188 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1159 members Mstep: Class 25 contains 6169 members Mstep: Class 26 contains 869 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2864 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1131 members Mstep: Class 32 contains 422 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177602.000000 Penalty: 61035.160156 Iteration 61Q: 34 clusters Score -8177602 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 891 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1573 members Mstep: Class 8 contains 1043 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1229 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4345 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1471 members Mstep: Class 20 contains 1959 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 188 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1162 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 868 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2863 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1131 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177644.500000 Penalty: 61035.160156 Iteration 62Q: 34 clusters Score -8177644 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1574 members Mstep: Class 8 contains 1044 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1230 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4352 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1465 members Mstep: Class 20 contains 1958 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 185 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1163 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 868 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2862 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1131 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177637.000000 Penalty: 61035.160156 Iteration 63Q: 34 clusters Score -8177637 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1575 members Mstep: Class 8 contains 1045 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4357 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1458 members Mstep: Class 20 contains 1957 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 184 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1162 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 870 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2862 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1132 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177643.000000 Penalty: 61035.160156 Iteration 64Q: 34 clusters Score -8177643 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1575 members Mstep: Class 8 contains 1046 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4361 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1452 members Mstep: Class 20 contains 1957 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1159 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2862 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1131 members Mstep: Class 32 contains 422 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177656.000000 Penalty: 61035.160156 Iteration 65Q: 34 clusters Score -8177656 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1575 members Mstep: Class 8 contains 1049 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1233 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4367 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1448 members Mstep: Class 20 contains 1957 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1156 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2863 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177669.500000 Penalty: 61035.160156 Iteration 66Q: 34 clusters Score -8177670 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1575 members Mstep: Class 8 contains 1051 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1232 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4371 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1444 members Mstep: Class 20 contains 1956 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1158 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2861 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177670.500000 Penalty: 61035.160156 Iteration 67Q: 34 clusters Score -8177670 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1576 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1232 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4374 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1443 members Mstep: Class 20 contains 1954 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1156 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2860 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177680.500000 Penalty: 61035.160156 Iteration 68Q: 34 clusters Score -8177680 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1578 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1232 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4376 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1440 members Mstep: Class 20 contains 1951 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1158 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2860 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1128 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177686.000000 Penalty: 61035.160156 Iteration 69Q: 34 clusters Score -8177686 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1579 members Mstep: Class 8 contains 1054 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1440 members Mstep: Class 20 contains 1949 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 184 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1158 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2859 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1128 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177690.000000 Penalty: 61035.160156 Iteration 70Q: 34 clusters Score -8177690 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1580 members Mstep: Class 8 contains 1055 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1235 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4376 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1440 members Mstep: Class 20 contains 1946 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 184 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1159 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2857 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1128 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177695.000000 Penalty: 61035.160156 Iteration 71Q: 34 clusters Score -8177695 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1581 members Mstep: Class 8 contains 1056 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1440 members Mstep: Class 20 contains 1943 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 184 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1162 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1128 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177706.000000 Penalty: 61035.160156 Iteration 72Q: 34 clusters Score -8177706 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1583 members Mstep: Class 8 contains 1057 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1235 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1940 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 184 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2852 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1128 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177708.500000 Penalty: 61035.160156 Iteration 73Q: 34 clusters Score -8177708 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1585 members Mstep: Class 8 contains 1059 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1937 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1167 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2852 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177718.000000 Penalty: 61035.160156 Iteration 74Q: 34 clusters Score -8177718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1233 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1936 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1168 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2851 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177718.500000 Penalty: 61035.160156 Iteration 75Q: 34 clusters Score -8177718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1587 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1232 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1934 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1167 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2852 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177725.000000 Penalty: 61035.160156 Iteration 76Q: 34 clusters Score -8177725 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1588 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1233 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1933 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177736.500000 Penalty: 61035.160156 Iteration 77Q: 34 clusters Score -8177736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1932 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1163 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177741.000000 Penalty: 61035.160156 Iteration 78Q: 34 clusters Score -8177741 nChanged 1 Entering ConstructFrom: Score: -8177741.000000 Penalty: 61035.160156 Entering ConstructFrom: Trying to split cluster 1 (2078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Entering Unmasked Estep Score: -203003.109375 Penalty: 1241.363647 Iteration 0F: 2 clusters Score -203003.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -200813.937500 Penalty: 2482.727295 Iteration 0F: 3 clusters Score -200813.9 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -201266.421875 Penalty: 2482.727295 Iteration 1F: 3 clusters Score -201266.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -201426.984375 Penalty: 2482.727295 Iteration 2F: 3 clusters Score -201427 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -201597.968750 Penalty: 2482.727295 Iteration 3F: 3 clusters Score -201598 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -201761.562500 Penalty: 2482.727295 Iteration 4F: 3 clusters Score -201761.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -201864.296875 Penalty: 2482.727295 Iteration 5F: 3 clusters Score -201864.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -201952.015625 Penalty: 2482.727295 Iteration 6Q: 3 clusters Score -201952 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -202026.125000 Penalty: 2482.727295 Iteration 7Q: 3 clusters Score -202026.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -202097.078125 Penalty: 2482.727295 Iteration 8Q: 3 clusters Score -202097.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -202173.203125 Penalty: 2482.727295 Iteration 9Q: 3 clusters Score -202173.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -202248.796875 Penalty: 2482.727295 Iteration 10Q: 3 clusters Score -202248.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -202312.656250 Penalty: 2482.727295 Iteration 11Q: 3 clusters Score -202312.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -202362.906250 Penalty: 2482.727295 Iteration 12Q: 3 clusters Score -202362.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -202393.531250 Penalty: 2482.727295 Iteration 13Q: 3 clusters Score -202393.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -202415.796875 Penalty: 2482.727295 Iteration 14Q: 3 clusters Score -202415.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -202426.437500 Penalty: 2482.727295 Iteration 15Q: 3 clusters Score -202426.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -202433.828125 Penalty: 2482.727295 Iteration 16Q: 3 clusters Score -202433.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -202436.796875 Penalty: 2482.727295 Iteration 17Q: 3 clusters Score -202436.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -202442.937500 Penalty: 2482.727295 Iteration 18Q: 3 clusters Score -202442.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -202449.140625 Penalty: 2482.727295 Iteration 19Q: 3 clusters Score -202449.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -202454.781250 Penalty: 2482.727295 Iteration 20F: 3 clusters Score -202454.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -202456.734375 Penalty: 2482.727295 Iteration 21Q: 3 clusters Score -202456.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -202456.734375 Penalty: 2482.727295 Iteration 22F: 3 clusters Score -202456.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Entering Unmasked Estep Score: -88766.937500 Penalty: 1107.006104 Iteration 0F: 2 clusters Score -88766.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -87426.367188 Penalty: 2214.012207 Iteration 0F: 3 clusters Score -87426.37 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -87731.632812 Penalty: 2214.012207 Iteration 1F: 3 clusters Score -87731.63 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -87865.445312 Penalty: 2214.012207 Iteration 2F: 3 clusters Score -87865.45 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -87931.070312 Penalty: 2214.012207 Iteration 3F: 3 clusters Score -87931.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -87998.234375 Penalty: 2214.012207 Iteration 4Q: 3 clusters Score -87998.23 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -88047.367188 Penalty: 2214.012207 Iteration 5Q: 3 clusters Score -88047.37 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -88078.804688 Penalty: 2214.012207 Iteration 6Q: 3 clusters Score -88078.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -88115.921875 Penalty: 2214.012207 Iteration 7Q: 3 clusters Score -88115.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -88140.390625 Penalty: 2214.012207 Iteration 8Q: 3 clusters Score -88140.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -88162.617188 Penalty: 2214.012207 Iteration 9Q: 3 clusters Score -88162.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -88185.484375 Penalty: 2214.012207 Iteration 10Q: 3 clusters Score -88185.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -88224.234375 Penalty: 2214.012207 Iteration 11Q: 3 clusters Score -88224.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -88261.875000 Penalty: 2214.012207 Iteration 12Q: 3 clusters Score -88261.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -88283.328125 Penalty: 2214.012207 Iteration 13Q: 3 clusters Score -88283.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -88306.953125 Penalty: 2214.012207 Iteration 14Q: 3 clusters Score -88306.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -88358.398438 Penalty: 2214.012207 Iteration 15Q: 3 clusters Score -88358.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -88403.664062 Penalty: 2214.012207 Iteration 16Q: 3 clusters Score -88403.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -88437.164062 Penalty: 2214.012207 Iteration 17Q: 3 clusters Score -88437.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -88475.453125 Penalty: 2214.012207 Iteration 18Q: 3 clusters Score -88475.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -88531.070312 Penalty: 2214.012207 Iteration 19Q: 3 clusters Score -88531.07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -88583.984375 Penalty: 2214.012207 Iteration 20F: 3 clusters Score -88583.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -88633.281250 Penalty: 2214.012207 Iteration 21Q: 3 clusters Score -88633.28 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -88671.804688 Penalty: 2214.012207 Iteration 22Q: 3 clusters Score -88671.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -88709.304688 Penalty: 2214.012207 Iteration 23Q: 3 clusters Score -88709.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -88730.843750 Penalty: 2214.012207 Iteration 24Q: 3 clusters Score -88730.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -88755.890625 Penalty: 2214.012207 Iteration 25Q: 3 clusters Score -88755.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -88767.132812 Penalty: 2214.012207 Iteration 26Q: 3 clusters Score -88767.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -88775.671875 Penalty: 2214.012207 Iteration 27Q: 3 clusters Score -88775.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -88781.187500 Penalty: 2214.012207 Iteration 28Q: 3 clusters Score -88781.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -88786.140625 Penalty: 2214.012207 Iteration 29Q: 3 clusters Score -88786.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -88790.687500 Penalty: 2214.012207 Iteration 30Q: 3 clusters Score -88790.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -88795.757812 Penalty: 2214.012207 Iteration 31Q: 3 clusters Score -88795.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -88799.687500 Penalty: 2214.012207 Iteration 32Q: 3 clusters Score -88799.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -88803.562500 Penalty: 2214.012207 Iteration 33Q: 3 clusters Score -88803.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -88807.242188 Penalty: 2214.012207 Iteration 34Q: 3 clusters Score -88807.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -88809.382812 Penalty: 2214.012207 Iteration 35Q: 3 clusters Score -88809.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -88811.000000 Penalty: 2214.012207 Iteration 36Q: 3 clusters Score -88811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -88812.484375 Penalty: 2214.012207 Iteration 37Q: 3 clusters Score -88812.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -88813.179688 Penalty: 2214.012207 Iteration 38Q: 3 clusters Score -88813.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -88813.179688 Penalty: 2214.012207 Iteration 39F: 3 clusters Score -88813.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 412 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1931 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1164 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 497 members Entering Unmasked Estep Score: -8177052.000000 Penalty: 62884.710938 Splitting cluster 2 changes total score from -8177741.000000 to -8177052.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Entering Unmasked Estep Score: -142898.156250 Penalty: 1184.783325 Iteration 0F: 2 clusters Score -142898.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -141136.109375 Penalty: 2369.566650 Iteration 0F: 3 clusters Score -141136.1 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -141477.609375 Penalty: 2369.566650 Iteration 1F: 3 clusters Score -141477.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -141563.734375 Penalty: 2369.566650 Iteration 2F: 3 clusters Score -141563.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -141601.015625 Penalty: 2369.566650 Iteration 3Q: 3 clusters Score -141601 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -141633.312500 Penalty: 2369.566650 Iteration 4Q: 3 clusters Score -141633.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -141660.890625 Penalty: 2369.566650 Iteration 5Q: 3 clusters Score -141660.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -141681.015625 Penalty: 2369.566650 Iteration 6Q: 3 clusters Score -141681 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -141690.718750 Penalty: 2369.566650 Iteration 7Q: 3 clusters Score -141690.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -141697.515625 Penalty: 2369.566650 Iteration 8Q: 3 clusters Score -141697.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -141703.875000 Penalty: 2369.566650 Iteration 9Q: 3 clusters Score -141703.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -141709.484375 Penalty: 2369.566650 Iteration 10Q: 3 clusters Score -141709.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -141712.968750 Penalty: 2369.566650 Iteration 11Q: 3 clusters Score -141713 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -141713.984375 Penalty: 2369.566650 Iteration 12Q: 3 clusters Score -141714 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -141714.390625 Penalty: 2369.566650 Iteration 13Q: 3 clusters Score -141714.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -141715.953125 Penalty: 2369.566650 Iteration 14Q: 3 clusters Score -141716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -141717.968750 Penalty: 2369.566650 Iteration 15Q: 3 clusters Score -141718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -141720.296875 Penalty: 2369.566650 Iteration 16Q: 3 clusters Score -141720.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -141721.593750 Penalty: 2369.566650 Iteration 17Q: 3 clusters Score -141721.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -141722.265625 Penalty: 2369.566650 Iteration 18Q: 3 clusters Score -141722.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -141722.859375 Penalty: 2369.566650 Iteration 19Q: 3 clusters Score -141722.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -141723.078125 Penalty: 2369.566650 Iteration 20F: 3 clusters Score -141723.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Entering Unmasked Estep Score: -165011.609375 Penalty: 1203.886230 Iteration 0F: 2 clusters Score -165011.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -163160.953125 Penalty: 2407.772461 Iteration 0F: 3 clusters Score -163161 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -163492.265625 Penalty: 2407.772461 Iteration 1F: 3 clusters Score -163492.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -163592.156250 Penalty: 2407.772461 Iteration 2F: 3 clusters Score -163592.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -163655.828125 Penalty: 2407.772461 Iteration 3Q: 3 clusters Score -163655.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -163700.062500 Penalty: 2407.772461 Iteration 4Q: 3 clusters Score -163700.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -163743.921875 Penalty: 2407.772461 Iteration 5Q: 3 clusters Score -163743.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -163778.359375 Penalty: 2407.772461 Iteration 6Q: 3 clusters Score -163778.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -163799.796875 Penalty: 2407.772461 Iteration 7Q: 3 clusters Score -163799.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -163811.562500 Penalty: 2407.772461 Iteration 8Q: 3 clusters Score -163811.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -163822.421875 Penalty: 2407.772461 Iteration 9Q: 3 clusters Score -163822.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -163839.734375 Penalty: 2407.772461 Iteration 10Q: 3 clusters Score -163839.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -163863.468750 Penalty: 2407.772461 Iteration 11Q: 3 clusters Score -163863.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -163893.265625 Penalty: 2407.772461 Iteration 12Q: 3 clusters Score -163893.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -163924.906250 Penalty: 2407.772461 Iteration 13Q: 3 clusters Score -163924.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -163955.546875 Penalty: 2407.772461 Iteration 14Q: 3 clusters Score -163955.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -163986.390625 Penalty: 2407.772461 Iteration 15Q: 3 clusters Score -163986.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -164003.984375 Penalty: 2407.772461 Iteration 16Q: 3 clusters Score -164004 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -164031.781250 Penalty: 2407.772461 Iteration 17Q: 3 clusters Score -164031.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -164051.609375 Penalty: 2407.772461 Iteration 18Q: 3 clusters Score -164051.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -164062.953125 Penalty: 2407.772461 Iteration 19Q: 3 clusters Score -164063 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -164070.593750 Penalty: 2407.772461 Iteration 20F: 3 clusters Score -164070.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -164080.093750 Penalty: 2407.772461 Iteration 21Q: 3 clusters Score -164080.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -164085.156250 Penalty: 2407.772461 Iteration 22Q: 3 clusters Score -164085.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -164088.015625 Penalty: 2407.772461 Iteration 23Q: 3 clusters Score -164088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -164090.875000 Penalty: 2407.772461 Iteration 24Q: 3 clusters Score -164090.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -164094.062500 Penalty: 2407.772461 Iteration 25Q: 3 clusters Score -164094.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -164095.078125 Penalty: 2407.772461 Iteration 26Q: 3 clusters Score -164095.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -164095.765625 Penalty: 2407.772461 Iteration 27Q: 3 clusters Score -164095.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -164095.765625 Penalty: 2407.772461 Iteration 28F: 3 clusters Score -164095.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Entering Unmasked Estep Score: -88215.890625 Penalty: 1103.938232 Iteration 0F: 2 clusters Score -88215.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -86874.421875 Penalty: 2207.876465 Iteration 0F: 3 clusters Score -86874.42 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -87136.382812 Penalty: 2207.876465 Iteration 1F: 3 clusters Score -87136.38 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -87209.843750 Penalty: 2207.876465 Iteration 2F: 3 clusters Score -87209.84 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -87261.898438 Penalty: 2207.876465 Iteration 3Q: 3 clusters Score -87261.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -87321.554688 Penalty: 2207.876465 Iteration 4Q: 3 clusters Score -87321.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -87364.695312 Penalty: 2207.876465 Iteration 5Q: 3 clusters Score -87364.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -87409.718750 Penalty: 2207.876465 Iteration 6Q: 3 clusters Score -87409.72 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -87470.289062 Penalty: 2207.876465 Iteration 7Q: 3 clusters Score -87470.29 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -87559.367188 Penalty: 2207.876465 Iteration 8Q: 3 clusters Score -87559.37 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -87762.164062 Penalty: 2207.876465 Iteration 9Q: 3 clusters Score -87762.16 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -87962.015625 Penalty: 2207.876465 Iteration 10F: 3 clusters Score -87962.02 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -88095.507812 Penalty: 2207.876465 Iteration 11Q: 3 clusters Score -88095.51 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -88168.078125 Penalty: 2207.876465 Iteration 12Q: 3 clusters Score -88168.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -88193.976562 Penalty: 2207.876465 Iteration 13Q: 3 clusters Score -88193.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -88201.640625 Penalty: 2207.876465 Iteration 14Q: 3 clusters Score -88201.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -88213.101562 Penalty: 2207.876465 Iteration 15Q: 3 clusters Score -88213.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -88217.390625 Penalty: 2207.876465 Iteration 16Q: 3 clusters Score -88217.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -88219.773438 Penalty: 2207.876465 Iteration 17Q: 3 clusters Score -88219.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -88225.601562 Penalty: 2207.876465 Iteration 18Q: 3 clusters Score -88225.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -88233.179688 Penalty: 2207.876465 Iteration 19Q: 3 clusters Score -88233.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -88235.187500 Penalty: 2207.876465 Iteration 20F: 3 clusters Score -88235.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -88235.976562 Penalty: 2207.876465 Iteration 21Q: 3 clusters Score -88235.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -88237.671875 Penalty: 2207.876465 Iteration 22Q: 3 clusters Score -88237.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -88239.132812 Penalty: 2207.876465 Iteration 23Q: 3 clusters Score -88239.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -88239.570312 Penalty: 2207.876465 Iteration 24Q: 3 clusters Score -88239.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -88241.218750 Penalty: 2207.876465 Iteration 25Q: 3 clusters Score -88241.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -88241.218750 Penalty: 2207.876465 Iteration 26F: 3 clusters Score -88241.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 403 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 2102 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1931 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1164 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 489 members Entering Unmasked Estep Score: -8177030.000000 Penalty: 62884.710938 Splitting cluster 5 changes total score from -8177741.000000 to -8177030.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Entering Unmasked Estep Score: -44007.769531 Penalty: 1002.221436 Iteration 0F: 2 clusters Score -44007.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -42958.261719 Penalty: 2004.442871 Iteration 0F: 3 clusters Score -42958.26 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -43124.531250 Penalty: 2004.442871 Iteration 1F: 3 clusters Score -43124.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -43164.707031 Penalty: 2004.442871 Iteration 2Q: 3 clusters Score -43164.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -43198.527344 Penalty: 2004.442871 Iteration 3Q: 3 clusters Score -43198.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -43213.054688 Penalty: 2004.442871 Iteration 4Q: 3 clusters Score -43213.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -43225.339844 Penalty: 2004.442871 Iteration 5Q: 3 clusters Score -43225.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -43228.542969 Penalty: 2004.442871 Iteration 6Q: 3 clusters Score -43228.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -43230.617188 Penalty: 2004.442871 Iteration 7Q: 3 clusters Score -43230.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -43231.859375 Penalty: 2004.442871 Iteration 8Q: 3 clusters Score -43231.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -43232.699219 Penalty: 2004.442871 Iteration 9Q: 3 clusters Score -43232.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -43233.742188 Penalty: 2004.442871 Iteration 10Q: 3 clusters Score -43233.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -43243.511719 Penalty: 2004.442871 Iteration 11Q: 3 clusters Score -43243.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -43252.828125 Penalty: 2004.442871 Iteration 12Q: 3 clusters Score -43252.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -43256.128906 Penalty: 2004.442871 Iteration 13Q: 3 clusters Score -43256.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -43257.187500 Penalty: 2004.442871 Iteration 14Q: 3 clusters Score -43257.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -43259.019531 Penalty: 2004.442871 Iteration 15Q: 3 clusters Score -43259.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -43262.871094 Penalty: 2004.442871 Iteration 16Q: 3 clusters Score -43262.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -43268.468750 Penalty: 2004.442871 Iteration 17Q: 3 clusters Score -43268.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -43268.468750 Penalty: 2004.442871 Iteration 18F: 3 clusters Score -43268.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Entering Unmasked Estep Score: -155418.125000 Penalty: 1197.764771 Iteration 0F: 2 clusters Score -155418.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -153599.703125 Penalty: 2395.529541 Iteration 0F: 3 clusters Score -153599.7 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -154057.562500 Penalty: 2395.529541 Iteration 1F: 3 clusters Score -154057.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -154268.640625 Penalty: 2395.529541 Iteration 2F: 3 clusters Score -154268.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -154445.250000 Penalty: 2395.529541 Iteration 3F: 3 clusters Score -154445.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -154613.421875 Penalty: 2395.529541 Iteration 4F: 3 clusters Score -154613.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -154749.109375 Penalty: 2395.529541 Iteration 5F: 3 clusters Score -154749.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -154843.875000 Penalty: 2395.529541 Iteration 6Q: 3 clusters Score -154843.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -154881.718750 Penalty: 2395.529541 Iteration 7Q: 3 clusters Score -154881.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -154907.046875 Penalty: 2395.529541 Iteration 8Q: 3 clusters Score -154907 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -154931.593750 Penalty: 2395.529541 Iteration 9Q: 3 clusters Score -154931.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -154949.078125 Penalty: 2395.529541 Iteration 10Q: 3 clusters Score -154949.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -154958.218750 Penalty: 2395.529541 Iteration 11Q: 3 clusters Score -154958.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -154960.984375 Penalty: 2395.529541 Iteration 12Q: 3 clusters Score -154961 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -154963.390625 Penalty: 2395.529541 Iteration 13Q: 3 clusters Score -154963.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -154963.390625 Penalty: 2395.529541 Iteration 14F: 3 clusters Score -154963.4 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: -95091.625000 Penalty: 1132.132202 Iteration 0F: 2 clusters Score -95091.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -93616.476562 Penalty: 2264.264404 Iteration 0F: 3 clusters Score -93616.48 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -93963.273438 Penalty: 2264.264404 Iteration 1F: 3 clusters Score -93963.27 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -94091.460938 Penalty: 2264.264404 Iteration 2F: 3 clusters Score -94091.46 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -94187.890625 Penalty: 2264.264404 Iteration 3F: 3 clusters Score -94187.89 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -94261.414062 Penalty: 2264.264404 Iteration 4Q: 3 clusters Score -94261.41 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94299.828125 Penalty: 2264.264404 Iteration 5Q: 3 clusters Score -94299.83 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -94331.453125 Penalty: 2264.264404 Iteration 6Q: 3 clusters Score -94331.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -94355.187500 Penalty: 2264.264404 Iteration 7Q: 3 clusters Score -94355.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -94367.453125 Penalty: 2264.264404 Iteration 8Q: 3 clusters Score -94367.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -94377.031250 Penalty: 2264.264404 Iteration 9Q: 3 clusters Score -94377.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -94388.882812 Penalty: 2264.264404 Iteration 10Q: 3 clusters Score -94388.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -94393.046875 Penalty: 2264.264404 Iteration 11Q: 3 clusters Score -94393.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -94396.796875 Penalty: 2264.264404 Iteration 12Q: 3 clusters Score -94396.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -94401.804688 Penalty: 2264.264404 Iteration 13Q: 3 clusters Score -94401.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -94406.351562 Penalty: 2264.264404 Iteration 14Q: 3 clusters Score -94406.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -94414.828125 Penalty: 2264.264404 Iteration 15Q: 3 clusters Score -94414.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -94419.867188 Penalty: 2264.264404 Iteration 16Q: 3 clusters Score -94419.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -94424.656250 Penalty: 2264.264404 Iteration 17Q: 3 clusters Score -94424.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -94430.664062 Penalty: 2264.264404 Iteration 18Q: 3 clusters Score -94430.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -94434.140625 Penalty: 2264.264404 Iteration 19Q: 3 clusters Score -94434.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -94437.750000 Penalty: 2264.264404 Iteration 20F: 3 clusters Score -94437.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -94441.187500 Penalty: 2264.264404 Iteration 21Q: 3 clusters Score -94441.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -94441.929688 Penalty: 2264.264404 Iteration 22Q: 3 clusters Score -94441.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -94443.000000 Penalty: 2264.264404 Iteration 23Q: 3 clusters Score -94443 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -94447.335938 Penalty: 2264.264404 Iteration 24Q: 3 clusters Score -94447.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -94452.757812 Penalty: 2264.264404 Iteration 25Q: 3 clusters Score -94452.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -94463.289062 Penalty: 2264.264404 Iteration 26Q: 3 clusters Score -94463.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -94469.085938 Penalty: 2264.264404 Iteration 27Q: 3 clusters Score -94469.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -94479.335938 Penalty: 2264.264404 Iteration 28Q: 3 clusters Score -94479.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -94500.062500 Penalty: 2264.264404 Iteration 29Q: 3 clusters Score -94500.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -94528.875000 Penalty: 2264.264404 Iteration 30Q: 3 clusters Score -94528.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -94557.226562 Penalty: 2264.264404 Iteration 31Q: 3 clusters Score -94557.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94574.367188 Penalty: 2264.264404 Iteration 32Q: 3 clusters Score -94574.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -94590.578125 Penalty: 2264.264404 Iteration 33Q: 3 clusters Score -94590.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -94608.835938 Penalty: 2264.264404 Iteration 34Q: 3 clusters Score -94608.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -94627.007812 Penalty: 2264.264404 Iteration 35Q: 3 clusters Score -94627.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -94646.578125 Penalty: 2264.264404 Iteration 36Q: 3 clusters Score -94646.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -94655.453125 Penalty: 2264.264404 Iteration 37Q: 3 clusters Score -94655.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -94663.835938 Penalty: 2264.264404 Iteration 38Q: 3 clusters Score -94663.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -94671.007812 Penalty: 2264.264404 Iteration 39Q: 3 clusters Score -94671.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -94681.500000 Penalty: 2264.264404 Iteration 40F: 3 clusters Score -94681.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -94689.546875 Penalty: 2264.264404 Iteration 41Q: 3 clusters Score -94689.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -94695.867188 Penalty: 2264.264404 Iteration 42Q: 3 clusters Score -94695.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -94698.539062 Penalty: 2264.264404 Iteration 43Q: 3 clusters Score -94698.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -94700.304688 Penalty: 2264.264404 Iteration 44Q: 3 clusters Score -94700.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -94701.265625 Penalty: 2264.264404 Iteration 45Q: 3 clusters Score -94701.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -94701.265625 Penalty: 2264.264404 Iteration 46F: 3 clusters Score -94701.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Entering Unmasked Estep Score: -273834.187500 Penalty: 1288.307495 Iteration 0F: 2 clusters Score -273834.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -271236.875000 Penalty: 2576.614990 Iteration 0F: 3 clusters Score -271236.9 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -271834.343750 Penalty: 2576.614990 Iteration 1F: 3 clusters Score -271834.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -272017.031250 Penalty: 2576.614990 Iteration 2F: 3 clusters Score -272017 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -272142.875000 Penalty: 2576.614990 Iteration 3F: 3 clusters Score -272142.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -272264.625000 Penalty: 2576.614990 Iteration 4Q: 3 clusters Score -272264.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -272373.343750 Penalty: 2576.614990 Iteration 5Q: 3 clusters Score -272373.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -272470.625000 Penalty: 2576.614990 Iteration 6Q: 3 clusters Score -272470.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -272547.218750 Penalty: 2576.614990 Iteration 7Q: 3 clusters Score -272547.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -272598.500000 Penalty: 2576.614990 Iteration 8Q: 3 clusters Score -272598.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -272630.062500 Penalty: 2576.614990 Iteration 9Q: 3 clusters Score -272630.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -272656.718750 Penalty: 2576.614990 Iteration 10Q: 3 clusters Score -272656.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -272673.718750 Penalty: 2576.614990 Iteration 11Q: 3 clusters Score -272673.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -272689.187500 Penalty: 2576.614990 Iteration 12Q: 3 clusters Score -272689.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -272700.843750 Penalty: 2576.614990 Iteration 13Q: 3 clusters Score -272700.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -272708.531250 Penalty: 2576.614990 Iteration 14Q: 3 clusters Score -272708.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -272711.812500 Penalty: 2576.614990 Iteration 15Q: 3 clusters Score -272711.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -272715.781250 Penalty: 2576.614990 Iteration 16Q: 3 clusters Score -272715.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -272717.593750 Penalty: 2576.614990 Iteration 17Q: 3 clusters Score -272717.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -272720.687500 Penalty: 2576.614990 Iteration 18Q: 3 clusters Score -272720.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -272725.187500 Penalty: 2576.614990 Iteration 19Q: 3 clusters Score -272725.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -272730.875000 Penalty: 2576.614990 Iteration 20F: 3 clusters Score -272730.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -272739.531250 Penalty: 2576.614990 Iteration 21Q: 3 clusters Score -272739.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -272749.750000 Penalty: 2576.614990 Iteration 22Q: 3 clusters Score -272749.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -272761.468750 Penalty: 2576.614990 Iteration 23Q: 3 clusters Score -272761.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -272771.250000 Penalty: 2576.614990 Iteration 24Q: 3 clusters Score -272771.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -272784.968750 Penalty: 2576.614990 Iteration 25Q: 3 clusters Score -272785 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -272800.062500 Penalty: 2576.614990 Iteration 26Q: 3 clusters Score -272800.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -272812.875000 Penalty: 2576.614990 Iteration 27Q: 3 clusters Score -272812.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -272824.281250 Penalty: 2576.614990 Iteration 28Q: 3 clusters Score -272824.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -272842.187500 Penalty: 2576.614990 Iteration 29Q: 3 clusters Score -272842.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -272855.125000 Penalty: 2576.614990 Iteration 30Q: 3 clusters Score -272855.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -272864.843750 Penalty: 2576.614990 Iteration 31Q: 3 clusters Score -272864.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -272875.968750 Penalty: 2576.614990 Iteration 32Q: 3 clusters Score -272876 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -272887.812500 Penalty: 2576.614990 Iteration 33Q: 3 clusters Score -272887.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -272902.562500 Penalty: 2576.614990 Iteration 34Q: 3 clusters Score -272902.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -272922.625000 Penalty: 2576.614990 Iteration 35Q: 3 clusters Score -272922.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -272941.031250 Penalty: 2576.614990 Iteration 36Q: 3 clusters Score -272941 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -272961.750000 Penalty: 2576.614990 Iteration 37Q: 3 clusters Score -272961.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -272987.125000 Penalty: 2576.614990 Iteration 38Q: 3 clusters Score -272987.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -273012.812500 Penalty: 2576.614990 Iteration 39Q: 3 clusters Score -273012.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -273044.000000 Penalty: 2576.614990 Iteration 40F: 3 clusters Score -273044 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -273083.718750 Penalty: 2576.614990 Iteration 41Q: 3 clusters Score -273083.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -273121.000000 Penalty: 2576.614990 Iteration 42Q: 3 clusters Score -273121 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -273144.468750 Penalty: 2576.614990 Iteration 43Q: 3 clusters Score -273144.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -273161.656250 Penalty: 2576.614990 Iteration 44Q: 3 clusters Score -273161.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -273175.437500 Penalty: 2576.614990 Iteration 45Q: 3 clusters Score -273175.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -273180.218750 Penalty: 2576.614990 Iteration 46Q: 3 clusters Score -273180.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -273183.875000 Penalty: 2576.614990 Iteration 47Q: 3 clusters Score -273183.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -273185.750000 Penalty: 2576.614990 Iteration 48Q: 3 clusters Score -273185.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -273186.250000 Penalty: 2576.614990 Iteration 49Q: 3 clusters Score -273186.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -273186.250000 Penalty: 2576.614990 Iteration 50F: 3 clusters Score -273186.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Entering Unmasked Estep Score: -1453141.500000 Penalty: 1565.424805 Iteration 0F: 2 clusters Score -1453142 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -1442573.750000 Penalty: 3130.849609 Iteration 0F: 3 clusters Score -1442574 nChanged 6760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -1446223.625000 Penalty: 3130.849609 Iteration 1F: 3 clusters Score -1446224 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -1446580.125000 Penalty: 3130.849609 Iteration 2F: 3 clusters Score -1446580 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -1446889.375000 Penalty: 3130.849609 Iteration 3Q: 3 clusters Score -1446889 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -1447236.875000 Penalty: 3130.849609 Iteration 4Q: 3 clusters Score -1447237 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1447603.500000 Penalty: 3130.849609 Iteration 5Q: 3 clusters Score -1447604 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -1447990.500000 Penalty: 3130.849609 Iteration 6Q: 3 clusters Score -1447990 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -1448393.875000 Penalty: 3130.849609 Iteration 7Q: 3 clusters Score -1448394 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 9849 members Entering Unmasked Estep Score: -1448822.500000 Penalty: 3130.849609 Iteration 8Q: 3 clusters Score -1448822 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -1449217.500000 Penalty: 3130.849609 Iteration 9Q: 3 clusters Score -1449218 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -1449635.750000 Penalty: 3130.849609 Iteration 10Q: 3 clusters Score -1449636 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 11395 members Entering Unmasked Estep Score: -1450031.375000 Penalty: 3130.849609 Iteration 11Q: 3 clusters Score -1450031 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -1450388.375000 Penalty: 3130.849609 Iteration 12Q: 3 clusters Score -1450388 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -1450692.750000 Penalty: 3130.849609 Iteration 13Q: 3 clusters Score -1450693 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 12502 members Entering Unmasked Estep Score: -1450950.000000 Penalty: 3130.849609 Iteration 14Q: 3 clusters Score -1450950 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -1451160.625000 Penalty: 3130.849609 Iteration 15Q: 3 clusters Score -1451161 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -1451326.000000 Penalty: 3130.849609 Iteration 16Q: 3 clusters Score -1451326 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 13148 members Entering Unmasked Estep Score: -1451452.250000 Penalty: 3130.849609 Iteration 17Q: 3 clusters Score -1451452 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -1451539.000000 Penalty: 3130.849609 Iteration 18Q: 3 clusters Score -1451539 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 13386 members Entering Unmasked Estep Score: -1451581.250000 Penalty: 3130.849609 Iteration 19Q: 3 clusters Score -1451581 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -1451620.375000 Penalty: 3130.849609 Iteration 20F: 3 clusters Score -1451620 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -1451651.750000 Penalty: 3130.849609 Iteration 21Q: 3 clusters Score -1451652 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -1451683.125000 Penalty: 3130.849609 Iteration 22Q: 3 clusters Score -1451683 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 13656 members Entering Unmasked Estep Score: -1451703.625000 Penalty: 3130.849609 Iteration 23Q: 3 clusters Score -1451704 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -1451716.500000 Penalty: 3130.849609 Iteration 24Q: 3 clusters Score -1451716 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -1451728.750000 Penalty: 3130.849609 Iteration 25Q: 3 clusters Score -1451729 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 13795 members Entering Unmasked Estep Score: -1451741.625000 Penalty: 3130.849609 Iteration 26Q: 3 clusters Score -1451742 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 13818 members Entering Unmasked Estep Score: -1451751.750000 Penalty: 3130.849609 Iteration 27Q: 3 clusters Score -1451752 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 13848 members Entering Unmasked Estep Score: -1451766.250000 Penalty: 3130.849609 Iteration 28Q: 3 clusters Score -1451766 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 13890 members Entering Unmasked Estep Score: -1451788.375000 Penalty: 3130.849609 Iteration 29Q: 3 clusters Score -1451788 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 13927 members Entering Unmasked Estep Score: -1451812.125000 Penalty: 3130.849609 Iteration 30Q: 3 clusters Score -1451812 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -1451830.125000 Penalty: 3130.849609 Iteration 31Q: 3 clusters Score -1451830 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 14002 members Entering Unmasked Estep Score: -1451843.875000 Penalty: 3130.849609 Iteration 32Q: 3 clusters Score -1451844 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -1451856.625000 Penalty: 3130.849609 Iteration 33Q: 3 clusters Score -1451857 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 14060 members Entering Unmasked Estep Score: -1451872.250000 Penalty: 3130.849609 Iteration 34Q: 3 clusters Score -1451872 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 14086 members Entering Unmasked Estep Score: -1451888.875000 Penalty: 3130.849609 Iteration 35Q: 3 clusters Score -1451889 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 14115 members Entering Unmasked Estep Score: -1451905.625000 Penalty: 3130.849609 Iteration 36Q: 3 clusters Score -1451906 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 14139 members Entering Unmasked Estep Score: -1451917.250000 Penalty: 3130.849609 Iteration 37Q: 3 clusters Score -1451917 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 14164 members Entering Unmasked Estep Score: -1451928.750000 Penalty: 3130.849609 Iteration 38Q: 3 clusters Score -1451929 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 14185 members Entering Unmasked Estep Score: -1451934.875000 Penalty: 3130.849609 Iteration 39Q: 3 clusters Score -1451935 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 14201 members Entering Unmasked Estep Score: -1451939.125000 Penalty: 3130.849609 Iteration 40F: 3 clusters Score -1451939 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 14215 members Entering Unmasked Estep Score: -1451941.000000 Penalty: 3130.849609 Iteration 41Q: 3 clusters Score -1451941 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 14225 members Entering Unmasked Estep Score: -1451945.875000 Penalty: 3130.849609 Iteration 42Q: 3 clusters Score -1451946 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -1451951.250000 Penalty: 3130.849609 Iteration 43Q: 3 clusters Score -1451951 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 14256 members Entering Unmasked Estep Score: -1451955.375000 Penalty: 3130.849609 Iteration 44Q: 3 clusters Score -1451955 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 14265 members Entering Unmasked Estep Score: -1451958.000000 Penalty: 3130.849609 Iteration 45Q: 3 clusters Score -1451958 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -1451960.500000 Penalty: 3130.849609 Iteration 46Q: 3 clusters Score -1451960 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 14269 members Entering Unmasked Estep Score: -1451961.625000 Penalty: 3130.849609 Iteration 47Q: 3 clusters Score -1451962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 14274 members Entering Unmasked Estep Score: -1451964.625000 Penalty: 3130.849609 Iteration 48Q: 3 clusters Score -1451965 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -1451966.625000 Penalty: 3130.849609 Iteration 49Q: 3 clusters Score -1451967 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -1451966.625000 Penalty: 3130.849609 Iteration 50F: 3 clusters Score -1451967 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Entering Unmasked Estep Score: -710616.437500 Penalty: 1445.160889 Iteration 0F: 2 clusters Score -710616.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -705241.125000 Penalty: 2890.321777 Iteration 0F: 3 clusters Score -705241.1 nChanged 3000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -706804.437500 Penalty: 2890.321777 Iteration 1F: 3 clusters Score -706804.4 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -706987.687500 Penalty: 2890.321777 Iteration 2F: 3 clusters Score -706987.7 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -707110.625000 Penalty: 2890.321777 Iteration 3Q: 3 clusters Score -707110.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -707214.125000 Penalty: 2890.321777 Iteration 4Q: 3 clusters Score -707214.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -707331.125000 Penalty: 2890.321777 Iteration 5Q: 3 clusters Score -707331.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -707456.812500 Penalty: 2890.321777 Iteration 6Q: 3 clusters Score -707456.8 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -707623.687500 Penalty: 2890.321777 Iteration 7Q: 3 clusters Score -707623.7 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -707848.312500 Penalty: 2890.321777 Iteration 8Q: 3 clusters Score -707848.3 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -708114.062500 Penalty: 2890.321777 Iteration 9F: 3 clusters Score -708114.1 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -708397.562500 Penalty: 2890.321777 Iteration 10F: 3 clusters Score -708397.6 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -708676.375000 Penalty: 2890.321777 Iteration 11Q: 3 clusters Score -708676.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -708919.062500 Penalty: 2890.321777 Iteration 12Q: 3 clusters Score -708919.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -709121.375000 Penalty: 2890.321777 Iteration 13Q: 3 clusters Score -709121.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -709307.500000 Penalty: 2890.321777 Iteration 14Q: 3 clusters Score -709307.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -709441.125000 Penalty: 2890.321777 Iteration 15Q: 3 clusters Score -709441.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -709544.437500 Penalty: 2890.321777 Iteration 16Q: 3 clusters Score -709544.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -709595.687500 Penalty: 2890.321777 Iteration 17Q: 3 clusters Score -709595.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -709628.375000 Penalty: 2890.321777 Iteration 18Q: 3 clusters Score -709628.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -709647.250000 Penalty: 2890.321777 Iteration 19Q: 3 clusters Score -709647.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -709662.437500 Penalty: 2890.321777 Iteration 20F: 3 clusters Score -709662.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -709673.687500 Penalty: 2890.321777 Iteration 21Q: 3 clusters Score -709673.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -709678.375000 Penalty: 2890.321777 Iteration 22Q: 3 clusters Score -709678.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -709683.187500 Penalty: 2890.321777 Iteration 23Q: 3 clusters Score -709683.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -709684.875000 Penalty: 2890.321777 Iteration 24Q: 3 clusters Score -709684.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -709689.625000 Penalty: 2890.321777 Iteration 25Q: 3 clusters Score -709689.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -709690.937500 Penalty: 2890.321777 Iteration 26Q: 3 clusters Score -709690.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -709692.937500 Penalty: 2890.321777 Iteration 27Q: 3 clusters Score -709692.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -709692.937500 Penalty: 2890.321777 Iteration 28Q: 3 clusters Score -709692.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -709693.000000 Penalty: 2890.321777 Iteration 29Q: 3 clusters Score -709693 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -709693.312500 Penalty: 2890.321777 Iteration 30Q: 3 clusters Score -709693.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -709693.625000 Penalty: 2890.321777 Iteration 31Q: 3 clusters Score -709693.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -709694.000000 Penalty: 2890.321777 Iteration 32Q: 3 clusters Score -709694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -709694.437500 Penalty: 2890.321777 Iteration 33Q: 3 clusters Score -709694.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -709694.937500 Penalty: 2890.321777 Iteration 34Q: 3 clusters Score -709694.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -709694.687500 Penalty: 2890.321777 Iteration 35Q: 3 clusters Score -709694.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -709694.687500 Penalty: 2890.321777 Iteration 36F: 3 clusters Score -709694.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -106144.210938 Penalty: 1156.677612 Iteration 0F: 2 clusters Score -106144.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -104558.164062 Penalty: 2313.355225 Iteration 0F: 3 clusters Score -104558.2 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -104871.820312 Penalty: 2313.355225 Iteration 1F: 3 clusters Score -104871.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -104951.812500 Penalty: 2313.355225 Iteration 2F: 3 clusters Score -104951.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -104999.289062 Penalty: 2313.355225 Iteration 3Q: 3 clusters Score -104999.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -105045.515625 Penalty: 2313.355225 Iteration 4Q: 3 clusters Score -105045.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -105068.320312 Penalty: 2313.355225 Iteration 5Q: 3 clusters Score -105068.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -105078.632812 Penalty: 2313.355225 Iteration 6Q: 3 clusters Score -105078.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -105086.539062 Penalty: 2313.355225 Iteration 7Q: 3 clusters Score -105086.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -105101.843750 Penalty: 2313.355225 Iteration 8Q: 3 clusters Score -105101.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -105109.476562 Penalty: 2313.355225 Iteration 9Q: 3 clusters Score -105109.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -105114.593750 Penalty: 2313.355225 Iteration 10Q: 3 clusters Score -105114.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -105118.679688 Penalty: 2313.355225 Iteration 11Q: 3 clusters Score -105118.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -105121.000000 Penalty: 2313.355225 Iteration 12Q: 3 clusters Score -105121 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -105128.218750 Penalty: 2313.355225 Iteration 13Q: 3 clusters Score -105128.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -105136.718750 Penalty: 2313.355225 Iteration 14Q: 3 clusters Score -105136.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -105140.007812 Penalty: 2313.355225 Iteration 15Q: 3 clusters Score -105140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -105145.078125 Penalty: 2313.355225 Iteration 16Q: 3 clusters Score -105145.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -105147.546875 Penalty: 2313.355225 Iteration 17Q: 3 clusters Score -105147.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -105152.851562 Penalty: 2313.355225 Iteration 18Q: 3 clusters Score -105152.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -105158.445312 Penalty: 2313.355225 Iteration 19Q: 3 clusters Score -105158.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -105163.023438 Penalty: 2313.355225 Iteration 20F: 3 clusters Score -105163 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -105173.078125 Penalty: 2313.355225 Iteration 21Q: 3 clusters Score -105173.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -105184.226562 Penalty: 2313.355225 Iteration 22Q: 3 clusters Score -105184.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -105196.671875 Penalty: 2313.355225 Iteration 23Q: 3 clusters Score -105196.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -105198.273438 Penalty: 2313.355225 Iteration 24Q: 3 clusters Score -105198.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -105199.765625 Penalty: 2313.355225 Iteration 25Q: 3 clusters Score -105199.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -105203.804688 Penalty: 2313.355225 Iteration 26Q: 3 clusters Score -105203.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -105208.015625 Penalty: 2313.355225 Iteration 27Q: 3 clusters Score -105208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -105211.257812 Penalty: 2313.355225 Iteration 28Q: 3 clusters Score -105211.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -105216.515625 Penalty: 2313.355225 Iteration 29Q: 3 clusters Score -105216.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -105219.570312 Penalty: 2313.355225 Iteration 30Q: 3 clusters Score -105219.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -105221.335938 Penalty: 2313.355225 Iteration 31Q: 3 clusters Score -105221.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -105223.695312 Penalty: 2313.355225 Iteration 32Q: 3 clusters Score -105223.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -105223.882812 Penalty: 2313.355225 Iteration 33Q: 3 clusters Score -105223.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -105224.710938 Penalty: 2313.355225 Iteration 34Q: 3 clusters Score -105224.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -105224.710938 Penalty: 2313.355225 Iteration 35F: 3 clusters Score -105224.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Entering Unmasked Estep Score: -163263.140625 Penalty: 1219.374146 Iteration 0F: 2 clusters Score -163263.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -161282.437500 Penalty: 2438.748291 Iteration 0F: 3 clusters Score -161282.4 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -161686.687500 Penalty: 2438.748291 Iteration 1F: 3 clusters Score -161686.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -161894.515625 Penalty: 2438.748291 Iteration 2F: 3 clusters Score -161894.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -162128.609375 Penalty: 2438.748291 Iteration 3F: 3 clusters Score -162128.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -162471.984375 Penalty: 2438.748291 Iteration 4F: 3 clusters Score -162472 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -162806.156250 Penalty: 2438.748291 Iteration 5F: 3 clusters Score -162806.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -162966.359375 Penalty: 2438.748291 Iteration 6F: 3 clusters Score -162966.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -163009.812500 Penalty: 2438.748291 Iteration 7Q: 3 clusters Score -163009.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -163032.531250 Penalty: 2438.748291 Iteration 8Q: 3 clusters Score -163032.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -163047.468750 Penalty: 2438.748291 Iteration 9Q: 3 clusters Score -163047.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -163058.640625 Penalty: 2438.748291 Iteration 10Q: 3 clusters Score -163058.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -163061.046875 Penalty: 2438.748291 Iteration 11Q: 3 clusters Score -163061 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -163069.437500 Penalty: 2438.748291 Iteration 12Q: 3 clusters Score -163069.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -163074.062500 Penalty: 2438.748291 Iteration 13Q: 3 clusters Score -163074.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -163075.281250 Penalty: 2438.748291 Iteration 14Q: 3 clusters Score -163075.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -163075.906250 Penalty: 2438.748291 Iteration 15Q: 3 clusters Score -163075.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -163075.906250 Penalty: 2438.748291 Iteration 16F: 3 clusters Score -163075.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Entering Unmasked Estep Score: -202230.359375 Penalty: 1243.229736 Iteration 0F: 2 clusters Score -202230.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -200097.062500 Penalty: 2486.459473 Iteration 0F: 3 clusters Score -200097.1 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -200607.625000 Penalty: 2486.459473 Iteration 1F: 3 clusters Score -200607.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -200752.609375 Penalty: 2486.459473 Iteration 2F: 3 clusters Score -200752.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -200857.718750 Penalty: 2486.459473 Iteration 3F: 3 clusters Score -200857.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -200947.546875 Penalty: 2486.459473 Iteration 4Q: 3 clusters Score -200947.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -201061.078125 Penalty: 2486.459473 Iteration 5Q: 3 clusters Score -201061.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -201203.390625 Penalty: 2486.459473 Iteration 6Q: 3 clusters Score -201203.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -201361.875000 Penalty: 2486.459473 Iteration 7F: 3 clusters Score -201361.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -201642.031250 Penalty: 2486.459473 Iteration 8F: 3 clusters Score -201642 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -202053.656250 Penalty: 2486.459473 Iteration 9F: 3 clusters Score -202053.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -202417.515625 Penalty: 2486.459473 Iteration 10Q: 3 clusters Score -202417.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -202583.593750 Penalty: 2486.459473 Iteration 11Q: 3 clusters Score -202583.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -202627.046875 Penalty: 2486.459473 Iteration 12Q: 3 clusters Score -202627 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -202643.968750 Penalty: 2486.459473 Iteration 13Q: 3 clusters Score -202644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -202656.265625 Penalty: 2486.459473 Iteration 14Q: 3 clusters Score -202656.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -202665.015625 Penalty: 2486.459473 Iteration 15Q: 3 clusters Score -202665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -202672.312500 Penalty: 2486.459473 Iteration 16Q: 3 clusters Score -202672.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -202679.578125 Penalty: 2486.459473 Iteration 17Q: 3 clusters Score -202679.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -202692.343750 Penalty: 2486.459473 Iteration 18Q: 3 clusters Score -202692.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -202723.343750 Penalty: 2486.459473 Iteration 19Q: 3 clusters Score -202723.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -202773.593750 Penalty: 2486.459473 Iteration 20F: 3 clusters Score -202773.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -202826.078125 Penalty: 2486.459473 Iteration 21Q: 3 clusters Score -202826.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -202870.765625 Penalty: 2486.459473 Iteration 22Q: 3 clusters Score -202870.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -202930.406250 Penalty: 2486.459473 Iteration 23Q: 3 clusters Score -202930.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -202933.140625 Penalty: 2486.459473 Iteration 24Q: 3 clusters Score -202933.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -202934.796875 Penalty: 2486.459473 Iteration 25Q: 3 clusters Score -202934.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -202937.203125 Penalty: 2486.459473 Iteration 26Q: 3 clusters Score -202937.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -202937.203125 Penalty: 2486.459473 Iteration 27F: 3 clusters Score -202937.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 785 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1931 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1164 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1317 members Entering Unmasked Estep Score: -8177854.000000 Penalty: 62884.710938 Splitting cluster 14 changes total score from -8177741.000000 to -8177854.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 15 (4377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Entering Unmasked Estep Score: -436346.375000 Penalty: 1362.419312 Iteration 0F: 2 clusters Score -436346.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -432766.625000 Penalty: 2724.838623 Iteration 0F: 3 clusters Score -432766.6 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -433741.312500 Penalty: 2724.838623 Iteration 1F: 3 clusters Score -433741.3 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -433955.562500 Penalty: 2724.838623 Iteration 2F: 3 clusters Score -433955.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -434122.343750 Penalty: 2724.838623 Iteration 3F: 3 clusters Score -434122.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -434218.562500 Penalty: 2724.838623 Iteration 4Q: 3 clusters Score -434218.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -434297.968750 Penalty: 2724.838623 Iteration 5Q: 3 clusters Score -434298 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -434359.500000 Penalty: 2724.838623 Iteration 6Q: 3 clusters Score -434359.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -434400.500000 Penalty: 2724.838623 Iteration 7Q: 3 clusters Score -434400.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -434443.406250 Penalty: 2724.838623 Iteration 8Q: 3 clusters Score -434443.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -434488.343750 Penalty: 2724.838623 Iteration 9Q: 3 clusters Score -434488.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -434534.562500 Penalty: 2724.838623 Iteration 10Q: 3 clusters Score -434534.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -434575.531250 Penalty: 2724.838623 Iteration 11Q: 3 clusters Score -434575.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -434623.812500 Penalty: 2724.838623 Iteration 12Q: 3 clusters Score -434623.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -434675.437500 Penalty: 2724.838623 Iteration 13Q: 3 clusters Score -434675.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -434729.093750 Penalty: 2724.838623 Iteration 14Q: 3 clusters Score -434729.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -434781.093750 Penalty: 2724.838623 Iteration 15Q: 3 clusters Score -434781.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -434834.218750 Penalty: 2724.838623 Iteration 16Q: 3 clusters Score -434834.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -434891.218750 Penalty: 2724.838623 Iteration 17Q: 3 clusters Score -434891.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -434933.625000 Penalty: 2724.838623 Iteration 18Q: 3 clusters Score -434933.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -434974.593750 Penalty: 2724.838623 Iteration 19Q: 3 clusters Score -434974.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -435009.375000 Penalty: 2724.838623 Iteration 20F: 3 clusters Score -435009.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -435040.187500 Penalty: 2724.838623 Iteration 21Q: 3 clusters Score -435040.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -435061.968750 Penalty: 2724.838623 Iteration 22Q: 3 clusters Score -435062 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -435089.281250 Penalty: 2724.838623 Iteration 23Q: 3 clusters Score -435089.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -435110.343750 Penalty: 2724.838623 Iteration 24Q: 3 clusters Score -435110.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -435126.718750 Penalty: 2724.838623 Iteration 25Q: 3 clusters Score -435126.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -435147.000000 Penalty: 2724.838623 Iteration 26Q: 3 clusters Score -435147 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -435167.062500 Penalty: 2724.838623 Iteration 27Q: 3 clusters Score -435167.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -435186.781250 Penalty: 2724.838623 Iteration 28Q: 3 clusters Score -435186.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -435207.031250 Penalty: 2724.838623 Iteration 29Q: 3 clusters Score -435207 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -435224.125000 Penalty: 2724.838623 Iteration 30Q: 3 clusters Score -435224.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -435251.625000 Penalty: 2724.838623 Iteration 31Q: 3 clusters Score -435251.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -435288.875000 Penalty: 2724.838623 Iteration 32Q: 3 clusters Score -435288.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -435323.781250 Penalty: 2724.838623 Iteration 33Q: 3 clusters Score -435323.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -435352.312500 Penalty: 2724.838623 Iteration 34Q: 3 clusters Score -435352.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -435372.968750 Penalty: 2724.838623 Iteration 35Q: 3 clusters Score -435373 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -435385.906250 Penalty: 2724.838623 Iteration 36Q: 3 clusters Score -435385.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -435401.875000 Penalty: 2724.838623 Iteration 37Q: 3 clusters Score -435401.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -435422.312500 Penalty: 2724.838623 Iteration 38Q: 3 clusters Score -435422.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -435442.906250 Penalty: 2724.838623 Iteration 39Q: 3 clusters Score -435442.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -435457.875000 Penalty: 2724.838623 Iteration 40F: 3 clusters Score -435457.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -435468.968750 Penalty: 2724.838623 Iteration 41Q: 3 clusters Score -435469 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -435474.968750 Penalty: 2724.838623 Iteration 42Q: 3 clusters Score -435475 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -435480.750000 Penalty: 2724.838623 Iteration 43Q: 3 clusters Score -435480.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -435484.656250 Penalty: 2724.838623 Iteration 44Q: 3 clusters Score -435484.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -435489.656250 Penalty: 2724.838623 Iteration 45Q: 3 clusters Score -435489.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -435491.718750 Penalty: 2724.838623 Iteration 46Q: 3 clusters Score -435491.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -435494.031250 Penalty: 2724.838623 Iteration 47Q: 3 clusters Score -435494 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -435496.625000 Penalty: 2724.838623 Iteration 48Q: 3 clusters Score -435496.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -435496.968750 Penalty: 2724.838623 Iteration 49Q: 3 clusters Score -435497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -435498.875000 Penalty: 2724.838623 Iteration 50Q: 3 clusters Score -435498.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -435500.812500 Penalty: 2724.838623 Iteration 51Q: 3 clusters Score -435500.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -435502.875000 Penalty: 2724.838623 Iteration 52Q: 3 clusters Score -435502.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -435506.343750 Penalty: 2724.838623 Iteration 53Q: 3 clusters Score -435506.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -435510.406250 Penalty: 2724.838623 Iteration 54Q: 3 clusters Score -435510.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -435512.875000 Penalty: 2724.838623 Iteration 55Q: 3 clusters Score -435512.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -435517.625000 Penalty: 2724.838623 Iteration 56Q: 3 clusters Score -435517.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -435519.187500 Penalty: 2724.838623 Iteration 57Q: 3 clusters Score -435519.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -435520.062500 Penalty: 2724.838623 Iteration 58Q: 3 clusters Score -435520.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -435521.406250 Penalty: 2724.838623 Iteration 59Q: 3 clusters Score -435521.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -435521.968750 Penalty: 2724.838623 Iteration 60F: 3 clusters Score -435522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -435522.156250 Penalty: 2724.838623 Iteration 61Q: 3 clusters Score -435522.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -435523.875000 Penalty: 2724.838623 Iteration 62Q: 3 clusters Score -435523.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -435526.062500 Penalty: 2724.838623 Iteration 63Q: 3 clusters Score -435526.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -435526.312500 Penalty: 2724.838623 Iteration 64Q: 3 clusters Score -435526.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -435526.312500 Penalty: 2724.838623 Iteration 65F: 3 clusters Score -435526.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -43201.855469 Penalty: 1004.588806 Iteration 0F: 2 clusters Score -43201.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -42120.707031 Penalty: 2009.177612 Iteration 0F: 3 clusters Score -42120.71 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -42253.542969 Penalty: 2009.177612 Iteration 1F: 3 clusters Score -42253.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -42289.867188 Penalty: 2009.177612 Iteration 2Q: 3 clusters Score -42289.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -42310.605469 Penalty: 2009.177612 Iteration 3Q: 3 clusters Score -42310.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -42321.789062 Penalty: 2009.177612 Iteration 4Q: 3 clusters Score -42321.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -42328.035156 Penalty: 2009.177612 Iteration 5Q: 3 clusters Score -42328.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -42330.324219 Penalty: 2009.177612 Iteration 6Q: 3 clusters Score -42330.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -42332.425781 Penalty: 2009.177612 Iteration 7Q: 3 clusters Score -42332.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -42334.800781 Penalty: 2009.177612 Iteration 8Q: 3 clusters Score -42334.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -42340.269531 Penalty: 2009.177612 Iteration 9Q: 3 clusters Score -42340.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -42341.937500 Penalty: 2009.177612 Iteration 10Q: 3 clusters Score -42341.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -42345.664062 Penalty: 2009.177612 Iteration 11Q: 3 clusters Score -42345.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -42347.003906 Penalty: 2009.177612 Iteration 12Q: 3 clusters Score -42347 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -42348.566406 Penalty: 2009.177612 Iteration 13Q: 3 clusters Score -42348.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -42352.589844 Penalty: 2009.177612 Iteration 14Q: 3 clusters Score -42352.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -42355.406250 Penalty: 2009.177612 Iteration 15Q: 3 clusters Score -42355.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -42355.406250 Penalty: 2009.177612 Iteration 16F: 3 clusters Score -42355.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Entering Unmasked Estep Score: -81522.593750 Penalty: 1098.001465 Iteration 0F: 2 clusters Score -81522.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -80144.304688 Penalty: 2196.002930 Iteration 0F: 3 clusters Score -80144.3 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -80396.132812 Penalty: 2196.002930 Iteration 1F: 3 clusters Score -80396.13 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -80489.406250 Penalty: 2196.002930 Iteration 2F: 3 clusters Score -80489.41 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -80527.820312 Penalty: 2196.002930 Iteration 3Q: 3 clusters Score -80527.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -80542.203125 Penalty: 2196.002930 Iteration 4Q: 3 clusters Score -80542.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -80557.640625 Penalty: 2196.002930 Iteration 5Q: 3 clusters Score -80557.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -80569.148438 Penalty: 2196.002930 Iteration 6Q: 3 clusters Score -80569.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -80579.617188 Penalty: 2196.002930 Iteration 7Q: 3 clusters Score -80579.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -80595.890625 Penalty: 2196.002930 Iteration 8Q: 3 clusters Score -80595.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -80599.703125 Penalty: 2196.002930 Iteration 9Q: 3 clusters Score -80599.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -80602.945312 Penalty: 2196.002930 Iteration 10Q: 3 clusters Score -80602.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -80605.789062 Penalty: 2196.002930 Iteration 11Q: 3 clusters Score -80605.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -80609.359375 Penalty: 2196.002930 Iteration 12Q: 3 clusters Score -80609.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -80611.015625 Penalty: 2196.002930 Iteration 13Q: 3 clusters Score -80611.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -80612.500000 Penalty: 2196.002930 Iteration 14Q: 3 clusters Score -80612.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -80613.367188 Penalty: 2196.002930 Iteration 15Q: 3 clusters Score -80613.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -80613.367188 Penalty: 2196.002930 Iteration 16F: 3 clusters Score -80613.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Entering Unmasked Estep Score: -111860.031250 Penalty: 1144.513550 Iteration 0F: 2 clusters Score -111860 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -110305.179688 Penalty: 2289.027100 Iteration 0F: 3 clusters Score -110305.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -110580.937500 Penalty: 2289.027100 Iteration 1F: 3 clusters Score -110580.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -110666.500000 Penalty: 2289.027100 Iteration 2F: 3 clusters Score -110666.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -110695.804688 Penalty: 2289.027100 Iteration 3Q: 3 clusters Score -110695.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -110715.351562 Penalty: 2289.027100 Iteration 4Q: 3 clusters Score -110715.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -110735.531250 Penalty: 2289.027100 Iteration 5Q: 3 clusters Score -110735.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -110744.523438 Penalty: 2289.027100 Iteration 6Q: 3 clusters Score -110744.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -110751.179688 Penalty: 2289.027100 Iteration 7Q: 3 clusters Score -110751.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -110757.421875 Penalty: 2289.027100 Iteration 8Q: 3 clusters Score -110757.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -110760.859375 Penalty: 2289.027100 Iteration 9Q: 3 clusters Score -110760.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -110768.593750 Penalty: 2289.027100 Iteration 10Q: 3 clusters Score -110768.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -110776.375000 Penalty: 2289.027100 Iteration 11Q: 3 clusters Score -110776.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -110786.062500 Penalty: 2289.027100 Iteration 12Q: 3 clusters Score -110786.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -110792.289062 Penalty: 2289.027100 Iteration 13Q: 3 clusters Score -110792.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -110797.859375 Penalty: 2289.027100 Iteration 14Q: 3 clusters Score -110797.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -110803.484375 Penalty: 2289.027100 Iteration 15Q: 3 clusters Score -110803.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -110809.218750 Penalty: 2289.027100 Iteration 16Q: 3 clusters Score -110809.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -110810.937500 Penalty: 2289.027100 Iteration 17Q: 3 clusters Score -110810.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -110813.164062 Penalty: 2289.027100 Iteration 18Q: 3 clusters Score -110813.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -110814.687500 Penalty: 2289.027100 Iteration 19Q: 3 clusters Score -110814.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -110815.820312 Penalty: 2289.027100 Iteration 20F: 3 clusters Score -110815.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -110817.031250 Penalty: 2289.027100 Iteration 21Q: 3 clusters Score -110817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -110817.031250 Penalty: 2289.027100 Iteration 22F: 3 clusters Score -110817 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Entering Unmasked Estep Score: -137352.500000 Penalty: 1181.651855 Iteration 0F: 2 clusters Score -137352.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -135618.015625 Penalty: 2363.303711 Iteration 0F: 3 clusters Score -135618 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -135985.296875 Penalty: 2363.303711 Iteration 1F: 3 clusters Score -135985.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -136092.890625 Penalty: 2363.303711 Iteration 2F: 3 clusters Score -136092.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -136181.593750 Penalty: 2363.303711 Iteration 3F: 3 clusters Score -136181.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -136232.703125 Penalty: 2363.303711 Iteration 4Q: 3 clusters Score -136232.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -136266.125000 Penalty: 2363.303711 Iteration 5Q: 3 clusters Score -136266.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -136298.687500 Penalty: 2363.303711 Iteration 6Q: 3 clusters Score -136298.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -136317.281250 Penalty: 2363.303711 Iteration 7Q: 3 clusters Score -136317.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -136332.906250 Penalty: 2363.303711 Iteration 8Q: 3 clusters Score -136332.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -136344.968750 Penalty: 2363.303711 Iteration 9Q: 3 clusters Score -136345 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -136359.562500 Penalty: 2363.303711 Iteration 10Q: 3 clusters Score -136359.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -136371.140625 Penalty: 2363.303711 Iteration 11Q: 3 clusters Score -136371.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -136376.890625 Penalty: 2363.303711 Iteration 12Q: 3 clusters Score -136376.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -136382.953125 Penalty: 2363.303711 Iteration 13Q: 3 clusters Score -136383 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -136385.593750 Penalty: 2363.303711 Iteration 14Q: 3 clusters Score -136385.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -136387.656250 Penalty: 2363.303711 Iteration 15Q: 3 clusters Score -136387.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -136390.671875 Penalty: 2363.303711 Iteration 16Q: 3 clusters Score -136390.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -136396.531250 Penalty: 2363.303711 Iteration 17Q: 3 clusters Score -136396.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -136406.796875 Penalty: 2363.303711 Iteration 18Q: 3 clusters Score -136406.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -136416.578125 Penalty: 2363.303711 Iteration 19Q: 3 clusters Score -136416.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -136430.359375 Penalty: 2363.303711 Iteration 20F: 3 clusters Score -136430.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -136456.921875 Penalty: 2363.303711 Iteration 21Q: 3 clusters Score -136456.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -136487.859375 Penalty: 2363.303711 Iteration 22Q: 3 clusters Score -136487.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -136525.781250 Penalty: 2363.303711 Iteration 23Q: 3 clusters Score -136525.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -136582.812500 Penalty: 2363.303711 Iteration 24Q: 3 clusters Score -136582.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -136648.000000 Penalty: 2363.303711 Iteration 25Q: 3 clusters Score -136648 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -136717.656250 Penalty: 2363.303711 Iteration 26Q: 3 clusters Score -136717.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -136784.421875 Penalty: 2363.303711 Iteration 27Q: 3 clusters Score -136784.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -136861.375000 Penalty: 2363.303711 Iteration 28Q: 3 clusters Score -136861.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -136928.765625 Penalty: 2363.303711 Iteration 29Q: 3 clusters Score -136928.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -136986.250000 Penalty: 2363.303711 Iteration 30Q: 3 clusters Score -136986.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -137034.468750 Penalty: 2363.303711 Iteration 31Q: 3 clusters Score -137034.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -137067.953125 Penalty: 2363.303711 Iteration 32Q: 3 clusters Score -137068 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -137098.421875 Penalty: 2363.303711 Iteration 33Q: 3 clusters Score -137098.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -137118.078125 Penalty: 2363.303711 Iteration 34Q: 3 clusters Score -137118.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -137133.015625 Penalty: 2363.303711 Iteration 35Q: 3 clusters Score -137133 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -137152.203125 Penalty: 2363.303711 Iteration 36Q: 3 clusters Score -137152.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -137164.437500 Penalty: 2363.303711 Iteration 37Q: 3 clusters Score -137164.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -137166.828125 Penalty: 2363.303711 Iteration 38Q: 3 clusters Score -137166.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -137167.562500 Penalty: 2363.303711 Iteration 39Q: 3 clusters Score -137167.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -137175.562500 Penalty: 2363.303711 Iteration 40F: 3 clusters Score -137175.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -137182.453125 Penalty: 2363.303711 Iteration 41Q: 3 clusters Score -137182.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -137185.750000 Penalty: 2363.303711 Iteration 42Q: 3 clusters Score -137185.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -137192.140625 Penalty: 2363.303711 Iteration 43Q: 3 clusters Score -137192.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -137196.484375 Penalty: 2363.303711 Iteration 44Q: 3 clusters Score -137196.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -137201.781250 Penalty: 2363.303711 Iteration 45Q: 3 clusters Score -137201.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -137211.671875 Penalty: 2363.303711 Iteration 46Q: 3 clusters Score -137211.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -137236.250000 Penalty: 2363.303711 Iteration 47Q: 3 clusters Score -137236.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -137277.593750 Penalty: 2363.303711 Iteration 48Q: 3 clusters Score -137277.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -137332.375000 Penalty: 2363.303711 Iteration 49Q: 3 clusters Score -137332.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -137366.343750 Penalty: 2363.303711 Iteration 50Q: 3 clusters Score -137366.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -137381.000000 Penalty: 2363.303711 Iteration 51Q: 3 clusters Score -137381 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -137385.515625 Penalty: 2363.303711 Iteration 52Q: 3 clusters Score -137385.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -137386.390625 Penalty: 2363.303711 Iteration 53Q: 3 clusters Score -137386.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -137386.390625 Penalty: 2363.303711 Iteration 54F: 3 clusters Score -137386.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 785 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 580 members Mstep: Class 20 contains 1931 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1164 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1317 members Mstep: Class 35 contains 859 members Entering Unmasked Estep Score: -8177222.000000 Penalty: 64734.261719 Splitting cluster 19 changes total score from -8177741.000000 to -8177222.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Entering Unmasked Estep Score: -193644.093750 Penalty: 1229.441406 Iteration 0F: 2 clusters Score -193644.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -191562.453125 Penalty: 2458.882812 Iteration 0F: 3 clusters Score -191562.5 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -192186.406250 Penalty: 2458.882812 Iteration 1F: 3 clusters Score -192186.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -192490.125000 Penalty: 2458.882812 Iteration 2F: 3 clusters Score -192490.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -192798.687500 Penalty: 2458.882812 Iteration 3F: 3 clusters Score -192798.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -192966.593750 Penalty: 2458.882812 Iteration 4F: 3 clusters Score -192966.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -193046.187500 Penalty: 2458.882812 Iteration 5Q: 3 clusters Score -193046.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -193120.125000 Penalty: 2458.882812 Iteration 6Q: 3 clusters Score -193120.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -193175.312500 Penalty: 2458.882812 Iteration 7Q: 3 clusters Score -193175.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -193200.781250 Penalty: 2458.882812 Iteration 8Q: 3 clusters Score -193200.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -193221.625000 Penalty: 2458.882812 Iteration 9Q: 3 clusters Score -193221.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -193238.859375 Penalty: 2458.882812 Iteration 10Q: 3 clusters Score -193238.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -193250.062500 Penalty: 2458.882812 Iteration 11Q: 3 clusters Score -193250.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -193253.875000 Penalty: 2458.882812 Iteration 12Q: 3 clusters Score -193253.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -193256.296875 Penalty: 2458.882812 Iteration 13Q: 3 clusters Score -193256.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -193258.156250 Penalty: 2458.882812 Iteration 14Q: 3 clusters Score -193258.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -193259.328125 Penalty: 2458.882812 Iteration 15Q: 3 clusters Score -193259.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -193261.781250 Penalty: 2458.882812 Iteration 16Q: 3 clusters Score -193261.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -193261.953125 Penalty: 2458.882812 Iteration 17Q: 3 clusters Score -193262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -193263.953125 Penalty: 2458.882812 Iteration 18Q: 3 clusters Score -193264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -193265.000000 Penalty: 2458.882812 Iteration 19Q: 3 clusters Score -193265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -193265.578125 Penalty: 2458.882812 Iteration 20F: 3 clusters Score -193265.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Entering Unmasked Estep Score: -88388.796875 Penalty: 1112.800903 Iteration 0F: 2 clusters Score -88388.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -87002.500000 Penalty: 2225.601807 Iteration 0F: 3 clusters Score -87002.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -87245.656250 Penalty: 2225.601807 Iteration 1F: 3 clusters Score -87245.66 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -87366.054688 Penalty: 2225.601807 Iteration 2F: 3 clusters Score -87366.05 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -87485.328125 Penalty: 2225.601807 Iteration 3F: 3 clusters Score -87485.33 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -87633.773438 Penalty: 2225.601807 Iteration 4F: 3 clusters Score -87633.77 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -87775.406250 Penalty: 2225.601807 Iteration 5F: 3 clusters Score -87775.41 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -87863.945312 Penalty: 2225.601807 Iteration 6F: 3 clusters Score -87863.95 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -87928.476562 Penalty: 2225.601807 Iteration 7Q: 3 clusters Score -87928.48 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -87978.000000 Penalty: 2225.601807 Iteration 8Q: 3 clusters Score -87978 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -88021.460938 Penalty: 2225.601807 Iteration 9Q: 3 clusters Score -88021.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -88048.023438 Penalty: 2225.601807 Iteration 10Q: 3 clusters Score -88048.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -88068.507812 Penalty: 2225.601807 Iteration 11Q: 3 clusters Score -88068.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -88081.632812 Penalty: 2225.601807 Iteration 12Q: 3 clusters Score -88081.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -88103.867188 Penalty: 2225.601807 Iteration 13Q: 3 clusters Score -88103.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -88123.351562 Penalty: 2225.601807 Iteration 14Q: 3 clusters Score -88123.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -88130.414062 Penalty: 2225.601807 Iteration 15Q: 3 clusters Score -88130.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -88143.085938 Penalty: 2225.601807 Iteration 16Q: 3 clusters Score -88143.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -88149.515625 Penalty: 2225.601807 Iteration 17Q: 3 clusters Score -88149.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -88154.054688 Penalty: 2225.601807 Iteration 18Q: 3 clusters Score -88154.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -88157.882812 Penalty: 2225.601807 Iteration 19Q: 3 clusters Score -88157.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -88163.140625 Penalty: 2225.601807 Iteration 20F: 3 clusters Score -88163.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -88171.835938 Penalty: 2225.601807 Iteration 21Q: 3 clusters Score -88171.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -88182.132812 Penalty: 2225.601807 Iteration 22Q: 3 clusters Score -88182.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -88184.507812 Penalty: 2225.601807 Iteration 23Q: 3 clusters Score -88184.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -88185.093750 Penalty: 2225.601807 Iteration 24Q: 3 clusters Score -88185.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -88186.687500 Penalty: 2225.601807 Iteration 25Q: 3 clusters Score -88186.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -88187.179688 Penalty: 2225.601807 Iteration 26Q: 3 clusters Score -88187.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -88187.179688 Penalty: 2225.601807 Iteration 27F: 3 clusters Score -88187.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Entering Unmasked Estep Score: -12146.461914 Penalty: 846.541504 Iteration 0F: 2 clusters Score -12146.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -11537.280273 Penalty: 1693.083008 Iteration 0F: 3 clusters Score -11537.28 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -11638.124023 Penalty: 1693.083008 Iteration 1F: 3 clusters Score -11638.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -11644.105469 Penalty: 1693.083008 Iteration 2Q: 3 clusters Score -11644.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -11646.332031 Penalty: 1693.083008 Iteration 3Q: 3 clusters Score -11646.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -11647.507812 Penalty: 1693.083008 Iteration 4Q: 3 clusters Score -11647.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -11647.507812 Penalty: 1693.083008 Iteration 5F: 3 clusters Score -11647.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Entering Unmasked Estep Score: -756807.687500 Penalty: 1452.916016 Iteration 0F: 2 clusters Score -756807.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -751199.750000 Penalty: 2905.832031 Iteration 0F: 3 clusters Score -751199.8 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -752869.687500 Penalty: 2905.832031 Iteration 1F: 3 clusters Score -752869.7 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -753080.875000 Penalty: 2905.832031 Iteration 2F: 3 clusters Score -753080.9 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -753225.250000 Penalty: 2905.832031 Iteration 3Q: 3 clusters Score -753225.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -753316.125000 Penalty: 2905.832031 Iteration 4Q: 3 clusters Score -753316.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -753394.375000 Penalty: 2905.832031 Iteration 5Q: 3 clusters Score -753394.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -753469.937500 Penalty: 2905.832031 Iteration 6Q: 3 clusters Score -753469.9 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -753556.937500 Penalty: 2905.832031 Iteration 7Q: 3 clusters Score -753556.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -753647.750000 Penalty: 2905.832031 Iteration 8Q: 3 clusters Score -753647.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -753743.312500 Penalty: 2905.832031 Iteration 9Q: 3 clusters Score -753743.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -753841.625000 Penalty: 2905.832031 Iteration 10Q: 3 clusters Score -753841.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -753971.500000 Penalty: 2905.832031 Iteration 11Q: 3 clusters Score -753971.5 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -754133.437500 Penalty: 2905.832031 Iteration 12Q: 3 clusters Score -754133.4 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -754318.625000 Penalty: 2905.832031 Iteration 13Q: 3 clusters Score -754318.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -754500.937500 Penalty: 2905.832031 Iteration 14Q: 3 clusters Score -754500.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -754720.250000 Penalty: 2905.832031 Iteration 15Q: 3 clusters Score -754720.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -754935.750000 Penalty: 2905.832031 Iteration 16Q: 3 clusters Score -754935.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -755105.125000 Penalty: 2905.832031 Iteration 17Q: 3 clusters Score -755105.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -755249.500000 Penalty: 2905.832031 Iteration 18Q: 3 clusters Score -755249.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -755345.875000 Penalty: 2905.832031 Iteration 19Q: 3 clusters Score -755345.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -755421.750000 Penalty: 2905.832031 Iteration 20F: 3 clusters Score -755421.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -755471.312500 Penalty: 2905.832031 Iteration 21Q: 3 clusters Score -755471.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -755520.312500 Penalty: 2905.832031 Iteration 22Q: 3 clusters Score -755520.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7273 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -755543.250000 Penalty: 2905.832031 Iteration 23Q: 3 clusters Score -755543.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -755556.062500 Penalty: 2905.832031 Iteration 24Q: 3 clusters Score -755556.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -755566.625000 Penalty: 2905.832031 Iteration 25Q: 3 clusters Score -755566.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -755572.187500 Penalty: 2905.832031 Iteration 26Q: 3 clusters Score -755572.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -755583.250000 Penalty: 2905.832031 Iteration 27Q: 3 clusters Score -755583.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -755592.437500 Penalty: 2905.832031 Iteration 28Q: 3 clusters Score -755592.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -755593.375000 Penalty: 2905.832031 Iteration 29Q: 3 clusters Score -755593.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -755595.312500 Penalty: 2905.832031 Iteration 30Q: 3 clusters Score -755595.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -755599.250000 Penalty: 2905.832031 Iteration 31Q: 3 clusters Score -755599.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -755603.187500 Penalty: 2905.832031 Iteration 32Q: 3 clusters Score -755603.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -755608.312500 Penalty: 2905.832031 Iteration 33Q: 3 clusters Score -755608.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -755611.125000 Penalty: 2905.832031 Iteration 34Q: 3 clusters Score -755611.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -755615.625000 Penalty: 2905.832031 Iteration 35Q: 3 clusters Score -755615.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -755620.062500 Penalty: 2905.832031 Iteration 36Q: 3 clusters Score -755620.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -755623.187500 Penalty: 2905.832031 Iteration 37Q: 3 clusters Score -755623.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -755624.937500 Penalty: 2905.832031 Iteration 38Q: 3 clusters Score -755624.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -755627.000000 Penalty: 2905.832031 Iteration 39Q: 3 clusters Score -755627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -755628.500000 Penalty: 2905.832031 Iteration 40F: 3 clusters Score -755628.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -755629.750000 Penalty: 2905.832031 Iteration 41Q: 3 clusters Score -755629.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -755629.750000 Penalty: 2905.832031 Iteration 42F: 3 clusters Score -755629.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Entering Unmasked Estep Score: -109702.007812 Penalty: 1147.187866 Iteration 0F: 2 clusters Score -109702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -108174.882812 Penalty: 2294.375732 Iteration 0F: 3 clusters Score -108174.9 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -108512.562500 Penalty: 2294.375732 Iteration 1F: 3 clusters Score -108512.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -108610.929688 Penalty: 2294.375732 Iteration 2F: 3 clusters Score -108610.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -108679.875000 Penalty: 2294.375732 Iteration 3Q: 3 clusters Score -108679.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -108749.921875 Penalty: 2294.375732 Iteration 4Q: 3 clusters Score -108749.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -108813.359375 Penalty: 2294.375732 Iteration 5Q: 3 clusters Score -108813.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -108873.953125 Penalty: 2294.375732 Iteration 6Q: 3 clusters Score -108874 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -108937.101562 Penalty: 2294.375732 Iteration 7Q: 3 clusters Score -108937.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -108996.101562 Penalty: 2294.375732 Iteration 8Q: 3 clusters Score -108996.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -109056.960938 Penalty: 2294.375732 Iteration 9Q: 3 clusters Score -109057 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -109173.304688 Penalty: 2294.375732 Iteration 10Q: 3 clusters Score -109173.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -109278.710938 Penalty: 2294.375732 Iteration 11Q: 3 clusters Score -109278.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -109390.429688 Penalty: 2294.375732 Iteration 12Q: 3 clusters Score -109390.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -109499.476562 Penalty: 2294.375732 Iteration 13Q: 3 clusters Score -109499.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -109554.593750 Penalty: 2294.375732 Iteration 14Q: 3 clusters Score -109554.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -109583.265625 Penalty: 2294.375732 Iteration 15Q: 3 clusters Score -109583.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -109590.382812 Penalty: 2294.375732 Iteration 16Q: 3 clusters Score -109590.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -109603.929688 Penalty: 2294.375732 Iteration 17Q: 3 clusters Score -109603.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -109630.859375 Penalty: 2294.375732 Iteration 18Q: 3 clusters Score -109630.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -109644.421875 Penalty: 2294.375732 Iteration 19Q: 3 clusters Score -109644.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -109716.343750 Penalty: 2294.375732 Iteration 20F: 3 clusters Score -109716.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -109820.585938 Penalty: 2294.375732 Iteration 21Q: 3 clusters Score -109820.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -109877.101562 Penalty: 2294.375732 Iteration 22Q: 3 clusters Score -109877.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -109923.382812 Penalty: 2294.375732 Iteration 23Q: 3 clusters Score -109923.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -109989.484375 Penalty: 2294.375732 Iteration 24Q: 3 clusters Score -109989.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -110045.906250 Penalty: 2294.375732 Iteration 25Q: 3 clusters Score -110045.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -110073.226562 Penalty: 2294.375732 Iteration 26Q: 3 clusters Score -110073.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -110076.335938 Penalty: 2294.375732 Iteration 27Q: 3 clusters Score -110076.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -110077.156250 Penalty: 2294.375732 Iteration 28Q: 3 clusters Score -110077.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -110078.031250 Penalty: 2294.375732 Iteration 29Q: 3 clusters Score -110078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -110081.781250 Penalty: 2294.375732 Iteration 30F: 3 clusters Score -110081.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -110084.726562 Penalty: 2294.375732 Iteration 31Q: 3 clusters Score -110084.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -110086.867188 Penalty: 2294.375732 Iteration 32Q: 3 clusters Score -110086.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -110086.867188 Penalty: 2294.375732 Iteration 33F: 3 clusters Score -110086.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 785 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1931 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 603 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1317 members Mstep: Class 35 contains 561 members Entering Unmasked Estep Score: -8177540.000000 Penalty: 64734.261719 Splitting cluster 24 changes total score from -8177741.000000 to -8177540.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (6168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Entering Unmasked Estep Score: -598217.812500 Penalty: 1418.158569 Iteration 0F: 2 clusters Score -598217.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -593530.187500 Penalty: 2836.317139 Iteration 0F: 3 clusters Score -593530.2 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -594988.062500 Penalty: 2836.317139 Iteration 1F: 3 clusters Score -594988.1 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -595370.625000 Penalty: 2836.317139 Iteration 2F: 3 clusters Score -595370.6 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -595827.375000 Penalty: 2836.317139 Iteration 3F: 3 clusters Score -595827.4 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -596242.375000 Penalty: 2836.317139 Iteration 4F: 3 clusters Score -596242.4 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -596554.187500 Penalty: 2836.317139 Iteration 5F: 3 clusters Score -596554.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -596787.812500 Penalty: 2836.317139 Iteration 6F: 3 clusters Score -596787.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -597005.937500 Penalty: 2836.317139 Iteration 7Q: 3 clusters Score -597005.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -597175.062500 Penalty: 2836.317139 Iteration 8Q: 3 clusters Score -597175.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -597324.562500 Penalty: 2836.317139 Iteration 9Q: 3 clusters Score -597324.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -597450.062500 Penalty: 2836.317139 Iteration 10Q: 3 clusters Score -597450.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -597516.312500 Penalty: 2836.317139 Iteration 11Q: 3 clusters Score -597516.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -597575.000000 Penalty: 2836.317139 Iteration 12Q: 3 clusters Score -597575 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -597610.875000 Penalty: 2836.317139 Iteration 13Q: 3 clusters Score -597610.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -597633.125000 Penalty: 2836.317139 Iteration 14Q: 3 clusters Score -597633.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -597650.625000 Penalty: 2836.317139 Iteration 15Q: 3 clusters Score -597650.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -597673.125000 Penalty: 2836.317139 Iteration 16Q: 3 clusters Score -597673.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -597696.625000 Penalty: 2836.317139 Iteration 17Q: 3 clusters Score -597696.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -597721.375000 Penalty: 2836.317139 Iteration 18Q: 3 clusters Score -597721.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -597744.437500 Penalty: 2836.317139 Iteration 19Q: 3 clusters Score -597744.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -597777.125000 Penalty: 2836.317139 Iteration 20F: 3 clusters Score -597777.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -597828.625000 Penalty: 2836.317139 Iteration 21Q: 3 clusters Score -597828.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -597890.625000 Penalty: 2836.317139 Iteration 22Q: 3 clusters Score -597890.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -597945.062500 Penalty: 2836.317139 Iteration 23Q: 3 clusters Score -597945.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -597986.000000 Penalty: 2836.317139 Iteration 24Q: 3 clusters Score -597986 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -598009.000000 Penalty: 2836.317139 Iteration 25Q: 3 clusters Score -598009 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -598028.312500 Penalty: 2836.317139 Iteration 26Q: 3 clusters Score -598028.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -598037.937500 Penalty: 2836.317139 Iteration 27Q: 3 clusters Score -598037.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -598043.562500 Penalty: 2836.317139 Iteration 28Q: 3 clusters Score -598043.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -598048.125000 Penalty: 2836.317139 Iteration 29Q: 3 clusters Score -598048.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -598050.250000 Penalty: 2836.317139 Iteration 30Q: 3 clusters Score -598050.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -598056.500000 Penalty: 2836.317139 Iteration 31Q: 3 clusters Score -598056.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -598061.875000 Penalty: 2836.317139 Iteration 32Q: 3 clusters Score -598061.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -598072.125000 Penalty: 2836.317139 Iteration 33Q: 3 clusters Score -598072.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -598078.562500 Penalty: 2836.317139 Iteration 34Q: 3 clusters Score -598078.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -598083.000000 Penalty: 2836.317139 Iteration 35Q: 3 clusters Score -598083 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -598085.937500 Penalty: 2836.317139 Iteration 36Q: 3 clusters Score -598085.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -598087.625000 Penalty: 2836.317139 Iteration 37Q: 3 clusters Score -598087.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -598088.062500 Penalty: 2836.317139 Iteration 38Q: 3 clusters Score -598088.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -598086.875000 Penalty: 2836.317139 Iteration 39Q: 3 clusters Score -598086.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -598086.875000 Penalty: 2836.317139 Iteration 40F: 3 clusters Score -598086.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Entering Unmasked Estep Score: -83662.523438 Penalty: 1100.253296 Iteration 0F: 2 clusters Score -83662.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -82307.164062 Penalty: 2200.506592 Iteration 0F: 3 clusters Score -82307.16 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -82494.023438 Penalty: 2200.506592 Iteration 1F: 3 clusters Score -82494.02 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -82545.226562 Penalty: 2200.506592 Iteration 2Q: 3 clusters Score -82545.23 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -82579.867188 Penalty: 2200.506592 Iteration 3Q: 3 clusters Score -82579.87 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -82611.210938 Penalty: 2200.506592 Iteration 4Q: 3 clusters Score -82611.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -82626.828125 Penalty: 2200.506592 Iteration 5Q: 3 clusters Score -82626.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -82641.593750 Penalty: 2200.506592 Iteration 6Q: 3 clusters Score -82641.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -82659.265625 Penalty: 2200.506592 Iteration 7Q: 3 clusters Score -82659.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -82670.882812 Penalty: 2200.506592 Iteration 8Q: 3 clusters Score -82670.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -82684.250000 Penalty: 2200.506592 Iteration 9Q: 3 clusters Score -82684.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -82695.640625 Penalty: 2200.506592 Iteration 10Q: 3 clusters Score -82695.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -82702.500000 Penalty: 2200.506592 Iteration 11Q: 3 clusters Score -82702.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -82710.007812 Penalty: 2200.506592 Iteration 12Q: 3 clusters Score -82710.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -82712.429688 Penalty: 2200.506592 Iteration 13Q: 3 clusters Score -82712.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -82717.421875 Penalty: 2200.506592 Iteration 14Q: 3 clusters Score -82717.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -82720.687500 Penalty: 2200.506592 Iteration 15Q: 3 clusters Score -82720.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -82724.296875 Penalty: 2200.506592 Iteration 16Q: 3 clusters Score -82724.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -82725.421875 Penalty: 2200.506592 Iteration 17Q: 3 clusters Score -82725.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -82725.773438 Penalty: 2200.506592 Iteration 18Q: 3 clusters Score -82725.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -82726.453125 Penalty: 2200.506592 Iteration 19Q: 3 clusters Score -82726.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -82726.453125 Penalty: 2200.506592 Iteration 20F: 3 clusters Score -82726.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Entering Unmasked Estep Score: -538152.312500 Penalty: 1403.846802 Iteration 0F: 2 clusters Score -538152.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -533793.250000 Penalty: 2807.693604 Iteration 0F: 3 clusters Score -533793.2 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -535141.187500 Penalty: 2807.693604 Iteration 1F: 3 clusters Score -535141.2 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -535414.125000 Penalty: 2807.693604 Iteration 2F: 3 clusters Score -535414.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -535617.250000 Penalty: 2807.693604 Iteration 3F: 3 clusters Score -535617.2 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -535808.750000 Penalty: 2807.693604 Iteration 4F: 3 clusters Score -535808.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -536004.125000 Penalty: 2807.693604 Iteration 5F: 3 clusters Score -536004.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -536173.875000 Penalty: 2807.693604 Iteration 6Q: 3 clusters Score -536173.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -536294.437500 Penalty: 2807.693604 Iteration 7Q: 3 clusters Score -536294.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -536405.625000 Penalty: 2807.693604 Iteration 8Q: 3 clusters Score -536405.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -536507.187500 Penalty: 2807.693604 Iteration 9Q: 3 clusters Score -536507.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -536592.687500 Penalty: 2807.693604 Iteration 10Q: 3 clusters Score -536592.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -536653.937500 Penalty: 2807.693604 Iteration 11Q: 3 clusters Score -536653.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -536684.250000 Penalty: 2807.693604 Iteration 12Q: 3 clusters Score -536684.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -536701.437500 Penalty: 2807.693604 Iteration 13Q: 3 clusters Score -536701.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -536715.125000 Penalty: 2807.693604 Iteration 14Q: 3 clusters Score -536715.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -536727.062500 Penalty: 2807.693604 Iteration 15Q: 3 clusters Score -536727.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -536736.000000 Penalty: 2807.693604 Iteration 16Q: 3 clusters Score -536736 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -536746.187500 Penalty: 2807.693604 Iteration 17Q: 3 clusters Score -536746.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -536751.125000 Penalty: 2807.693604 Iteration 18Q: 3 clusters Score -536751.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -536755.250000 Penalty: 2807.693604 Iteration 19Q: 3 clusters Score -536755.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -536758.375000 Penalty: 2807.693604 Iteration 20F: 3 clusters Score -536758.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -536761.687500 Penalty: 2807.693604 Iteration 21Q: 3 clusters Score -536761.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -536767.812500 Penalty: 2807.693604 Iteration 22Q: 3 clusters Score -536767.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -536772.000000 Penalty: 2807.693604 Iteration 23Q: 3 clusters Score -536772 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -536775.687500 Penalty: 2807.693604 Iteration 24Q: 3 clusters Score -536775.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -536778.062500 Penalty: 2807.693604 Iteration 25Q: 3 clusters Score -536778.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -536780.500000 Penalty: 2807.693604 Iteration 26Q: 3 clusters Score -536780.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -536784.187500 Penalty: 2807.693604 Iteration 27Q: 3 clusters Score -536784.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -536789.875000 Penalty: 2807.693604 Iteration 28Q: 3 clusters Score -536789.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -536796.625000 Penalty: 2807.693604 Iteration 29Q: 3 clusters Score -536796.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -536807.187500 Penalty: 2807.693604 Iteration 30Q: 3 clusters Score -536807.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -536825.687500 Penalty: 2807.693604 Iteration 31Q: 3 clusters Score -536825.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -536840.875000 Penalty: 2807.693604 Iteration 32Q: 3 clusters Score -536840.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -536864.312500 Penalty: 2807.693604 Iteration 33Q: 3 clusters Score -536864.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -536882.500000 Penalty: 2807.693604 Iteration 34Q: 3 clusters Score -536882.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -536894.250000 Penalty: 2807.693604 Iteration 35Q: 3 clusters Score -536894.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -536900.750000 Penalty: 2807.693604 Iteration 36Q: 3 clusters Score -536900.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -536905.125000 Penalty: 2807.693604 Iteration 37Q: 3 clusters Score -536905.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -536906.937500 Penalty: 2807.693604 Iteration 38Q: 3 clusters Score -536906.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -536908.500000 Penalty: 2807.693604 Iteration 39Q: 3 clusters Score -536908.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -536910.625000 Penalty: 2807.693604 Iteration 40F: 3 clusters Score -536910.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -536911.500000 Penalty: 2807.693604 Iteration 41Q: 3 clusters Score -536911.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -536911.625000 Penalty: 2807.693604 Iteration 42Q: 3 clusters Score -536911.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -536911.062500 Penalty: 2807.693604 Iteration 43Q: 3 clusters Score -536911.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -536911.562500 Penalty: 2807.693604 Iteration 44Q: 3 clusters Score -536911.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -536911.562500 Penalty: 2807.693604 Iteration 45F: 3 clusters Score -536911.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (2855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Entering Unmasked Estep Score: -279648.437500 Penalty: 1292.984375 Iteration 0F: 2 clusters Score -279648.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -276992.812500 Penalty: 2585.968750 Iteration 0F: 3 clusters Score -276992.8 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -277628.343750 Penalty: 2585.968750 Iteration 1F: 3 clusters Score -277628.3 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -277778.937500 Penalty: 2585.968750 Iteration 2F: 3 clusters Score -277778.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -277887.250000 Penalty: 2585.968750 Iteration 3F: 3 clusters Score -277887.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -277980.843750 Penalty: 2585.968750 Iteration 4Q: 3 clusters Score -277980.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -278054.031250 Penalty: 2585.968750 Iteration 5Q: 3 clusters Score -278054 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -278121.625000 Penalty: 2585.968750 Iteration 6Q: 3 clusters Score -278121.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -278173.625000 Penalty: 2585.968750 Iteration 7Q: 3 clusters Score -278173.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -278222.437500 Penalty: 2585.968750 Iteration 8Q: 3 clusters Score -278222.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -278264.375000 Penalty: 2585.968750 Iteration 9Q: 3 clusters Score -278264.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -278294.593750 Penalty: 2585.968750 Iteration 10Q: 3 clusters Score -278294.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -278325.187500 Penalty: 2585.968750 Iteration 11Q: 3 clusters Score -278325.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -278356.218750 Penalty: 2585.968750 Iteration 12Q: 3 clusters Score -278356.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -278382.000000 Penalty: 2585.968750 Iteration 13Q: 3 clusters Score -278382 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -278400.312500 Penalty: 2585.968750 Iteration 14Q: 3 clusters Score -278400.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -278415.656250 Penalty: 2585.968750 Iteration 15Q: 3 clusters Score -278415.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -278434.031250 Penalty: 2585.968750 Iteration 16Q: 3 clusters Score -278434 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -278454.750000 Penalty: 2585.968750 Iteration 17Q: 3 clusters Score -278454.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -278471.062500 Penalty: 2585.968750 Iteration 18Q: 3 clusters Score -278471.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -278479.562500 Penalty: 2585.968750 Iteration 19Q: 3 clusters Score -278479.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -278484.906250 Penalty: 2585.968750 Iteration 20F: 3 clusters Score -278484.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -278489.093750 Penalty: 2585.968750 Iteration 21Q: 3 clusters Score -278489.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -278492.593750 Penalty: 2585.968750 Iteration 22Q: 3 clusters Score -278492.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -278497.250000 Penalty: 2585.968750 Iteration 23Q: 3 clusters Score -278497.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -278503.843750 Penalty: 2585.968750 Iteration 24Q: 3 clusters Score -278503.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -278512.781250 Penalty: 2585.968750 Iteration 25Q: 3 clusters Score -278512.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -278525.312500 Penalty: 2585.968750 Iteration 26Q: 3 clusters Score -278525.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -278536.718750 Penalty: 2585.968750 Iteration 27Q: 3 clusters Score -278536.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -278552.156250 Penalty: 2585.968750 Iteration 28Q: 3 clusters Score -278552.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -278565.218750 Penalty: 2585.968750 Iteration 29Q: 3 clusters Score -278565.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -278574.531250 Penalty: 2585.968750 Iteration 30Q: 3 clusters Score -278574.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -278586.500000 Penalty: 2585.968750 Iteration 31Q: 3 clusters Score -278586.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -278593.687500 Penalty: 2585.968750 Iteration 32Q: 3 clusters Score -278593.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -278601.281250 Penalty: 2585.968750 Iteration 33Q: 3 clusters Score -278601.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -278605.562500 Penalty: 2585.968750 Iteration 34Q: 3 clusters Score -278605.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -278608.156250 Penalty: 2585.968750 Iteration 35Q: 3 clusters Score -278608.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -278609.875000 Penalty: 2585.968750 Iteration 36Q: 3 clusters Score -278609.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -278612.562500 Penalty: 2585.968750 Iteration 37Q: 3 clusters Score -278612.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -278616.312500 Penalty: 2585.968750 Iteration 38Q: 3 clusters Score -278616.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -278623.750000 Penalty: 2585.968750 Iteration 39Q: 3 clusters Score -278623.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -278632.343750 Penalty: 2585.968750 Iteration 40F: 3 clusters Score -278632.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -278645.468750 Penalty: 2585.968750 Iteration 41Q: 3 clusters Score -278645.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -278653.687500 Penalty: 2585.968750 Iteration 42Q: 3 clusters Score -278653.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -278661.906250 Penalty: 2585.968750 Iteration 43Q: 3 clusters Score -278661.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -278676.343750 Penalty: 2585.968750 Iteration 44Q: 3 clusters Score -278676.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -278687.281250 Penalty: 2585.968750 Iteration 45Q: 3 clusters Score -278687.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -278702.406250 Penalty: 2585.968750 Iteration 46Q: 3 clusters Score -278702.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -278708.875000 Penalty: 2585.968750 Iteration 47Q: 3 clusters Score -278708.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -278723.000000 Penalty: 2585.968750 Iteration 48Q: 3 clusters Score -278723 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -278741.156250 Penalty: 2585.968750 Iteration 49Q: 3 clusters Score -278741.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -278757.468750 Penalty: 2585.968750 Iteration 50Q: 3 clusters Score -278757.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -278773.125000 Penalty: 2585.968750 Iteration 51Q: 3 clusters Score -278773.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -278795.906250 Penalty: 2585.968750 Iteration 52Q: 3 clusters Score -278795.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -278806.468750 Penalty: 2585.968750 Iteration 53Q: 3 clusters Score -278806.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -278811.218750 Penalty: 2585.968750 Iteration 54Q: 3 clusters Score -278811.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -278815.312500 Penalty: 2585.968750 Iteration 55Q: 3 clusters Score -278815.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -278817.437500 Penalty: 2585.968750 Iteration 56Q: 3 clusters Score -278817.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -278820.281250 Penalty: 2585.968750 Iteration 57Q: 3 clusters Score -278820.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -278821.875000 Penalty: 2585.968750 Iteration 58Q: 3 clusters Score -278821.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -278822.531250 Penalty: 2585.968750 Iteration 59Q: 3 clusters Score -278822.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -278824.281250 Penalty: 2585.968750 Iteration 60F: 3 clusters Score -278824.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -278824.812500 Penalty: 2585.968750 Iteration 61Q: 3 clusters Score -278824.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -278826.156250 Penalty: 2585.968750 Iteration 62Q: 3 clusters Score -278826.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -278826.156250 Penalty: 2585.968750 Iteration 63F: 3 clusters Score -278826.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -111245.750000 Penalty: 1163.889526 Iteration 0F: 2 clusters Score -111245.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -109605.546875 Penalty: 2327.779053 Iteration 0F: 3 clusters Score -109605.5 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -109971.726562 Penalty: 2327.779053 Iteration 1F: 3 clusters Score -109971.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -110101.882812 Penalty: 2327.779053 Iteration 2F: 3 clusters Score -110101.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -110197.710938 Penalty: 2327.779053 Iteration 3F: 3 clusters Score -110197.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -110258.656250 Penalty: 2327.779053 Iteration 4Q: 3 clusters Score -110258.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -110304.609375 Penalty: 2327.779053 Iteration 5Q: 3 clusters Score -110304.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -110337.250000 Penalty: 2327.779053 Iteration 6Q: 3 clusters Score -110337.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -110361.242188 Penalty: 2327.779053 Iteration 7Q: 3 clusters Score -110361.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -110381.320312 Penalty: 2327.779053 Iteration 8Q: 3 clusters Score -110381.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -110404.617188 Penalty: 2327.779053 Iteration 9Q: 3 clusters Score -110404.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -110428.710938 Penalty: 2327.779053 Iteration 10Q: 3 clusters Score -110428.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -110448.750000 Penalty: 2327.779053 Iteration 11Q: 3 clusters Score -110448.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -110469.312500 Penalty: 2327.779053 Iteration 12Q: 3 clusters Score -110469.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -110483.351562 Penalty: 2327.779053 Iteration 13Q: 3 clusters Score -110483.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -110493.570312 Penalty: 2327.779053 Iteration 14Q: 3 clusters Score -110493.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -110504.515625 Penalty: 2327.779053 Iteration 15Q: 3 clusters Score -110504.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -110526.078125 Penalty: 2327.779053 Iteration 16Q: 3 clusters Score -110526.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -110552.109375 Penalty: 2327.779053 Iteration 17Q: 3 clusters Score -110552.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -110571.382812 Penalty: 2327.779053 Iteration 18Q: 3 clusters Score -110571.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -110595.070312 Penalty: 2327.779053 Iteration 19Q: 3 clusters Score -110595.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -110623.320312 Penalty: 2327.779053 Iteration 20F: 3 clusters Score -110623.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -110640.203125 Penalty: 2327.779053 Iteration 21Q: 3 clusters Score -110640.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -110662.867188 Penalty: 2327.779053 Iteration 22Q: 3 clusters Score -110662.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -110674.804688 Penalty: 2327.779053 Iteration 23Q: 3 clusters Score -110674.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -110687.367188 Penalty: 2327.779053 Iteration 24Q: 3 clusters Score -110687.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -110716.500000 Penalty: 2327.779053 Iteration 25Q: 3 clusters Score -110716.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -110731.585938 Penalty: 2327.779053 Iteration 26Q: 3 clusters Score -110731.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -110740.554688 Penalty: 2327.779053 Iteration 27Q: 3 clusters Score -110740.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -110747.203125 Penalty: 2327.779053 Iteration 28Q: 3 clusters Score -110747.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -110753.210938 Penalty: 2327.779053 Iteration 29Q: 3 clusters Score -110753.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -110756.625000 Penalty: 2327.779053 Iteration 30Q: 3 clusters Score -110756.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -110763.898438 Penalty: 2327.779053 Iteration 31Q: 3 clusters Score -110763.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -110765.687500 Penalty: 2327.779053 Iteration 32Q: 3 clusters Score -110765.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -110766.335938 Penalty: 2327.779053 Iteration 33Q: 3 clusters Score -110766.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -110767.132812 Penalty: 2327.779053 Iteration 34Q: 3 clusters Score -110767.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -110767.132812 Penalty: 2327.779053 Iteration 35F: 3 clusters Score -110767.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -49407.789062 Penalty: 1016.870972 Iteration 0F: 2 clusters Score -49407.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -48337.343750 Penalty: 2033.741943 Iteration 0F: 3 clusters Score -48337.34 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48479.343750 Penalty: 2033.741943 Iteration 1F: 3 clusters Score -48479.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48526.160156 Penalty: 2033.741943 Iteration 2F: 3 clusters Score -48526.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -48542.406250 Penalty: 2033.741943 Iteration 3Q: 3 clusters Score -48542.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -48550.417969 Penalty: 2033.741943 Iteration 4Q: 3 clusters Score -48550.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -48559.117188 Penalty: 2033.741943 Iteration 5Q: 3 clusters Score -48559.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -48562.449219 Penalty: 2033.741943 Iteration 6Q: 3 clusters Score -48562.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -48564.890625 Penalty: 2033.741943 Iteration 7Q: 3 clusters Score -48564.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -48565.429688 Penalty: 2033.741943 Iteration 8Q: 3 clusters Score -48565.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -48565.429688 Penalty: 2033.741943 Iteration 9F: 3 clusters Score -48565.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (1127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Entering Unmasked Estep Score: -108290.000000 Penalty: 1141.938599 Iteration 0F: 2 clusters Score -108290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -106755.906250 Penalty: 2283.877197 Iteration 0F: 3 clusters Score -106755.9 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -107078.234375 Penalty: 2283.877197 Iteration 1F: 3 clusters Score -107078.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -107180.734375 Penalty: 2283.877197 Iteration 2F: 3 clusters Score -107180.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -107251.367188 Penalty: 2283.877197 Iteration 3Q: 3 clusters Score -107251.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -107287.093750 Penalty: 2283.877197 Iteration 4Q: 3 clusters Score -107287.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -107323.882812 Penalty: 2283.877197 Iteration 5Q: 3 clusters Score -107323.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -107347.828125 Penalty: 2283.877197 Iteration 6Q: 3 clusters Score -107347.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -107364.320312 Penalty: 2283.877197 Iteration 7Q: 3 clusters Score -107364.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -107378.945312 Penalty: 2283.877197 Iteration 8Q: 3 clusters Score -107378.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -107394.992188 Penalty: 2283.877197 Iteration 9Q: 3 clusters Score -107395 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -107408.953125 Penalty: 2283.877197 Iteration 10Q: 3 clusters Score -107409 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -107420.570312 Penalty: 2283.877197 Iteration 11Q: 3 clusters Score -107420.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -107436.578125 Penalty: 2283.877197 Iteration 12Q: 3 clusters Score -107436.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -107451.617188 Penalty: 2283.877197 Iteration 13Q: 3 clusters Score -107451.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -107467.109375 Penalty: 2283.877197 Iteration 14Q: 3 clusters Score -107467.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -107485.750000 Penalty: 2283.877197 Iteration 15Q: 3 clusters Score -107485.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -107497.890625 Penalty: 2283.877197 Iteration 16Q: 3 clusters Score -107497.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -107504.210938 Penalty: 2283.877197 Iteration 17Q: 3 clusters Score -107504.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -107509.882812 Penalty: 2283.877197 Iteration 18Q: 3 clusters Score -107509.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -107515.953125 Penalty: 2283.877197 Iteration 19Q: 3 clusters Score -107516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -107520.882812 Penalty: 2283.877197 Iteration 20F: 3 clusters Score -107520.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -107531.234375 Penalty: 2283.877197 Iteration 21Q: 3 clusters Score -107531.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -107535.351562 Penalty: 2283.877197 Iteration 22Q: 3 clusters Score -107535.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -107536.648438 Penalty: 2283.877197 Iteration 23Q: 3 clusters Score -107536.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -107538.570312 Penalty: 2283.877197 Iteration 24Q: 3 clusters Score -107538.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -107539.226562 Penalty: 2283.877197 Iteration 25Q: 3 clusters Score -107539.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -107539.226562 Penalty: 2283.877197 Iteration 26F: 3 clusters Score -107539.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Entering Unmasked Estep Score: -32996.511719 Penalty: 981.927856 Iteration 0F: 2 clusters Score -32996.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -32030.958984 Penalty: 1963.855713 Iteration 0F: 3 clusters Score -32030.96 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -32262.181641 Penalty: 1963.855713 Iteration 1F: 3 clusters Score -32262.18 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -32324.537109 Penalty: 1963.855713 Iteration 2F: 3 clusters Score -32324.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -32361.818359 Penalty: 1963.855713 Iteration 3Q: 3 clusters Score -32361.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -32431.076172 Penalty: 1963.855713 Iteration 4Q: 3 clusters Score -32431.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -32476.996094 Penalty: 1963.855713 Iteration 5Q: 3 clusters Score -32477 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -32498.921875 Penalty: 1963.855713 Iteration 6Q: 3 clusters Score -32498.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -32525.476562 Penalty: 1963.855713 Iteration 7Q: 3 clusters Score -32525.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -32544.615234 Penalty: 1963.855713 Iteration 8Q: 3 clusters Score -32544.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -32570.769531 Penalty: 1963.855713 Iteration 9Q: 3 clusters Score -32570.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -32585.289062 Penalty: 1963.855713 Iteration 10Q: 3 clusters Score -32585.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -32589.734375 Penalty: 1963.855713 Iteration 11Q: 3 clusters Score -32589.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -32591.234375 Penalty: 1963.855713 Iteration 12F: 3 clusters Score -32591.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -32596.625000 Penalty: 1963.855713 Iteration 13Q: 3 clusters Score -32596.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -32601.478516 Penalty: 1963.855713 Iteration 14Q: 3 clusters Score -32601.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -32602.623047 Penalty: 1963.855713 Iteration 15Q: 3 clusters Score -32602.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -32602.623047 Penalty: 1963.855713 Iteration 16F: 3 clusters Score -32602.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (8038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Entering Unmasked Estep Score: -798717.187500 Penalty: 1461.189575 Iteration 0F: 2 clusters Score -798717.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -792811.125000 Penalty: 2922.379150 Iteration 0F: 3 clusters Score -792811.1 nChanged 3370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -794602.937500 Penalty: 2922.379150 Iteration 1F: 3 clusters Score -794602.9 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -794815.187500 Penalty: 2922.379150 Iteration 2F: 3 clusters Score -794815.2 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -794975.687500 Penalty: 2922.379150 Iteration 3Q: 3 clusters Score -794975.7 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -795118.937500 Penalty: 2922.379150 Iteration 4Q: 3 clusters Score -795118.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -795245.625000 Penalty: 2922.379150 Iteration 5Q: 3 clusters Score -795245.6 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -795375.625000 Penalty: 2922.379150 Iteration 6Q: 3 clusters Score -795375.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -795507.875000 Penalty: 2922.379150 Iteration 7Q: 3 clusters Score -795507.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -795654.937500 Penalty: 2922.379150 Iteration 8Q: 3 clusters Score -795654.9 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -795846.562500 Penalty: 2922.379150 Iteration 9Q: 3 clusters Score -795846.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -796082.437500 Penalty: 2922.379150 Iteration 10Q: 3 clusters Score -796082.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -796349.187500 Penalty: 2922.379150 Iteration 11Q: 3 clusters Score -796349.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -796590.937500 Penalty: 2922.379150 Iteration 12Q: 3 clusters Score -796590.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -796824.125000 Penalty: 2922.379150 Iteration 13Q: 3 clusters Score -796824.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -796996.187500 Penalty: 2922.379150 Iteration 14Q: 3 clusters Score -796996.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -797121.250000 Penalty: 2922.379150 Iteration 15Q: 3 clusters Score -797121.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -797203.750000 Penalty: 2922.379150 Iteration 16Q: 3 clusters Score -797203.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -797252.812500 Penalty: 2922.379150 Iteration 17Q: 3 clusters Score -797252.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -797288.562500 Penalty: 2922.379150 Iteration 18Q: 3 clusters Score -797288.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -797314.375000 Penalty: 2922.379150 Iteration 19Q: 3 clusters Score -797314.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -797339.375000 Penalty: 2922.379150 Iteration 20F: 3 clusters Score -797339.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -797356.625000 Penalty: 2922.379150 Iteration 21Q: 3 clusters Score -797356.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -797370.312500 Penalty: 2922.379150 Iteration 22Q: 3 clusters Score -797370.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -797384.187500 Penalty: 2922.379150 Iteration 23Q: 3 clusters Score -797384.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -797395.000000 Penalty: 2922.379150 Iteration 24Q: 3 clusters Score -797395 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -797402.062500 Penalty: 2922.379150 Iteration 25Q: 3 clusters Score -797402.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -797406.875000 Penalty: 2922.379150 Iteration 26Q: 3 clusters Score -797406.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -797411.812500 Penalty: 2922.379150 Iteration 27Q: 3 clusters Score -797411.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -797416.875000 Penalty: 2922.379150 Iteration 28Q: 3 clusters Score -797416.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -797419.875000 Penalty: 2922.379150 Iteration 29Q: 3 clusters Score -797419.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -797420.875000 Penalty: 2922.379150 Iteration 30Q: 3 clusters Score -797420.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -797420.875000 Penalty: 2922.379150 Iteration 31F: 3 clusters Score -797420.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 477 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 1061 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 785 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1931 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1164 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1127 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Entering Unmasked Estep ConsiderDeletion Score: -8177942.000000 Penalty: 62884.710938 Iteration 79Q: 35 clusters Score -8177942 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 463 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 1062 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7284 members Mstep: Class 12 contains 1234 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 852 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1440 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 941 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6168 members Mstep: Class 26 contains 872 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2855 members Mstep: Class 29 contains 1294 members Mstep: Class 30 contains 522 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 423 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1301 members Entering Unmasked Estep ConsiderDeletion Score: -8178112.000000 Penalty: 62884.710938 Iteration 80F: 35 clusters Score -8178112 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 452 members Mstep: Class 7 contains 1588 members Mstep: Class 8 contains 1062 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15264 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1235 members Mstep: Class 13 contains 1815 members Mstep: Class 14 contains 825 members Mstep: Class 15 contains 4378 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1440 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 937 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1166 members Mstep: Class 25 contains 6170 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1293 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 423 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1312 members Entering Unmasked Estep ConsiderDeletion Score: -8178194.500000 Penalty: 62884.710938 Iteration 81Q: 35 clusters Score -8178194 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 1588 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15263 members Mstep: Class 11 contains 7283 members Mstep: Class 12 contains 1236 members Mstep: Class 13 contains 1814 members Mstep: Class 14 contains 830 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 936 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1164 members Mstep: Class 25 contains 6171 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 422 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1316 members Entering Unmasked Estep ConsiderDeletion Score: -8178206.000000 Penalty: 62884.710938 Iteration 82Q: 35 clusters Score -8178206 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 439 members Mstep: Class 7 contains 1588 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15264 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1236 members Mstep: Class 13 contains 1813 members Mstep: Class 14 contains 839 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1166 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 419 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -8178226.500000 Penalty: 62884.710938 Iteration 83Q: 35 clusters Score -8178226 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 433 members Mstep: Class 7 contains 1588 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15266 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1236 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 846 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1166 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1289 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178237.000000 Penalty: 62884.710938 Iteration 84Q: 35 clusters Score -8178237 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 426 members Mstep: Class 7 contains 1588 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 852 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 845 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6172 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -8178248.500000 Penalty: 62884.710938 Iteration 85Q: 35 clusters Score -8178248 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 423 members Mstep: Class 7 contains 1588 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 856 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 844 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6173 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178255.500000 Penalty: 62884.710938 Iteration 86Q: 35 clusters Score -8178256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 423 members Mstep: Class 7 contains 1587 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 857 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 843 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1929 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1290 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178251.000000 Penalty: 62884.710938 Iteration 87Q: 35 clusters Score -8178251 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 422 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 858 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 842 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 421 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178256.500000 Penalty: 62884.710938 Iteration 88Q: 35 clusters Score -8178256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 892 members Mstep: Class 6 contains 421 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2774 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 859 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 843 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1292 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178257.500000 Penalty: 62884.710938 Iteration 89Q: 35 clusters Score -8178258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 893 members Mstep: Class 6 contains 420 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2775 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 861 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 842 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 935 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178249.500000 Penalty: 62884.710938 Iteration 90Q: 35 clusters Score -8178250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 893 members Mstep: Class 6 contains 419 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2775 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 861 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 842 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 936 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1129 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178250.000000 Penalty: 62884.710938 Iteration 91Q: 35 clusters Score -8178250 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 893 members Mstep: Class 6 contains 417 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2775 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 862 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 842 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 936 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1130 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178250.500000 Penalty: 62884.710938 Iteration 92Q: 35 clusters Score -8178250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 893 members Mstep: Class 6 contains 417 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2775 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 862 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 842 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 936 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1130 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -8178250.500000 Penalty: 62884.710938 Iteration 93F: 35 clusters Score -8178250 nChanged 0 Entering ConstructFrom: Score: -8178250.500000 Penalty: 62884.710938 Entering ConstructFrom: Trying to split cluster 1 (2078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Entering Unmasked Estep Score: -203003.109375 Penalty: 1241.363647 Iteration 0F: 2 clusters Score -203003.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -200869.796875 Penalty: 2482.727295 Iteration 0F: 3 clusters Score -200869.8 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -201437.343750 Penalty: 2482.727295 Iteration 1F: 3 clusters Score -201437.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -201676.562500 Penalty: 2482.727295 Iteration 2F: 3 clusters Score -201676.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -201879.156250 Penalty: 2482.727295 Iteration 3F: 3 clusters Score -201879.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -202015.234375 Penalty: 2482.727295 Iteration 4F: 3 clusters Score -202015.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -202128.062500 Penalty: 2482.727295 Iteration 5F: 3 clusters Score -202128.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -202206.250000 Penalty: 2482.727295 Iteration 6Q: 3 clusters Score -202206.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -202263.031250 Penalty: 2482.727295 Iteration 7Q: 3 clusters Score -202263 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -202324.234375 Penalty: 2482.727295 Iteration 8Q: 3 clusters Score -202324.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -202375.828125 Penalty: 2482.727295 Iteration 9Q: 3 clusters Score -202375.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -202405.968750 Penalty: 2482.727295 Iteration 10Q: 3 clusters Score -202406 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -202431.578125 Penalty: 2482.727295 Iteration 11Q: 3 clusters Score -202431.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -202445.625000 Penalty: 2482.727295 Iteration 12Q: 3 clusters Score -202445.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -202454.000000 Penalty: 2482.727295 Iteration 13Q: 3 clusters Score -202454 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -202457.687500 Penalty: 2482.727295 Iteration 14Q: 3 clusters Score -202457.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -202461.562500 Penalty: 2482.727295 Iteration 15Q: 3 clusters Score -202461.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -202467.984375 Penalty: 2482.727295 Iteration 16Q: 3 clusters Score -202468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -202473.578125 Penalty: 2482.727295 Iteration 17Q: 3 clusters Score -202473.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -202481.078125 Penalty: 2482.727295 Iteration 18Q: 3 clusters Score -202481.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -202488.750000 Penalty: 2482.727295 Iteration 19Q: 3 clusters Score -202488.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -202498.796875 Penalty: 2482.727295 Iteration 20F: 3 clusters Score -202498.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -202508.859375 Penalty: 2482.727295 Iteration 21Q: 3 clusters Score -202508.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -202512.359375 Penalty: 2482.727295 Iteration 22Q: 3 clusters Score -202512.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -202514.343750 Penalty: 2482.727295 Iteration 23Q: 3 clusters Score -202514.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -202516.250000 Penalty: 2482.727295 Iteration 24Q: 3 clusters Score -202516.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -202516.250000 Penalty: 2482.727295 Iteration 25F: 3 clusters Score -202516.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Entering Unmasked Estep Score: -88571.890625 Penalty: 1106.648193 Iteration 0F: 2 clusters Score -88571.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -87203.390625 Penalty: 2213.296387 Iteration 0F: 3 clusters Score -87203.39 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -87493.289062 Penalty: 2213.296387 Iteration 1F: 3 clusters Score -87493.29 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -87577.765625 Penalty: 2213.296387 Iteration 2F: 3 clusters Score -87577.77 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -87619.078125 Penalty: 2213.296387 Iteration 3Q: 3 clusters Score -87619.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -87640.460938 Penalty: 2213.296387 Iteration 4Q: 3 clusters Score -87640.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -87662.945312 Penalty: 2213.296387 Iteration 5Q: 3 clusters Score -87662.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -87680.656250 Penalty: 2213.296387 Iteration 6Q: 3 clusters Score -87680.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -87696.671875 Penalty: 2213.296387 Iteration 7Q: 3 clusters Score -87696.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -87715.984375 Penalty: 2213.296387 Iteration 8Q: 3 clusters Score -87715.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -87728.007812 Penalty: 2213.296387 Iteration 9Q: 3 clusters Score -87728.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -87741.531250 Penalty: 2213.296387 Iteration 10Q: 3 clusters Score -87741.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -87750.828125 Penalty: 2213.296387 Iteration 11Q: 3 clusters Score -87750.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -87766.789062 Penalty: 2213.296387 Iteration 12Q: 3 clusters Score -87766.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -87781.085938 Penalty: 2213.296387 Iteration 13Q: 3 clusters Score -87781.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -87810.500000 Penalty: 2213.296387 Iteration 14Q: 3 clusters Score -87810.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -87862.304688 Penalty: 2213.296387 Iteration 15Q: 3 clusters Score -87862.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -87930.234375 Penalty: 2213.296387 Iteration 16Q: 3 clusters Score -87930.23 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -87987.031250 Penalty: 2213.296387 Iteration 17Q: 3 clusters Score -87987.03 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -88063.117188 Penalty: 2213.296387 Iteration 18Q: 3 clusters Score -88063.12 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -88211.984375 Penalty: 2213.296387 Iteration 19Q: 3 clusters Score -88211.98 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -88368.171875 Penalty: 2213.296387 Iteration 20F: 3 clusters Score -88368.17 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -88438.218750 Penalty: 2213.296387 Iteration 21Q: 3 clusters Score -88438.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -88483.804688 Penalty: 2213.296387 Iteration 22Q: 3 clusters Score -88483.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -88546.132812 Penalty: 2213.296387 Iteration 23Q: 3 clusters Score -88546.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -88577.234375 Penalty: 2213.296387 Iteration 24Q: 3 clusters Score -88577.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -88599.234375 Penalty: 2213.296387 Iteration 25Q: 3 clusters Score -88599.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -88617.101562 Penalty: 2213.296387 Iteration 26Q: 3 clusters Score -88617.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -88626.437500 Penalty: 2213.296387 Iteration 27Q: 3 clusters Score -88626.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -88628.867188 Penalty: 2213.296387 Iteration 28Q: 3 clusters Score -88628.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -88630.359375 Penalty: 2213.296387 Iteration 29Q: 3 clusters Score -88630.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -88630.359375 Penalty: 2213.296387 Iteration 30F: 3 clusters Score -88630.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 893 members Mstep: Class 6 contains 417 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2775 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 862 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 842 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 936 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1130 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Mstep: Class 35 contains 374 members Entering Unmasked Estep Score: -8177571.500000 Penalty: 64734.261719 Splitting cluster 2 changes total score from -8178250.500000 to -8177571.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Entering Unmasked Estep Score: -142898.156250 Penalty: 1184.783325 Iteration 0F: 2 clusters Score -142898.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -141140.078125 Penalty: 2369.566650 Iteration 0F: 3 clusters Score -141140.1 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -141471.234375 Penalty: 2369.566650 Iteration 1F: 3 clusters Score -141471.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -141574.718750 Penalty: 2369.566650 Iteration 2F: 3 clusters Score -141574.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -141624.109375 Penalty: 2369.566650 Iteration 3Q: 3 clusters Score -141624.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -141647.656250 Penalty: 2369.566650 Iteration 4Q: 3 clusters Score -141647.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -141671.796875 Penalty: 2369.566650 Iteration 5Q: 3 clusters Score -141671.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -141689.234375 Penalty: 2369.566650 Iteration 6Q: 3 clusters Score -141689.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -141702.343750 Penalty: 2369.566650 Iteration 7Q: 3 clusters Score -141702.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -141718.187500 Penalty: 2369.566650 Iteration 8Q: 3 clusters Score -141718.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -141736.390625 Penalty: 2369.566650 Iteration 9Q: 3 clusters Score -141736.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -141744.140625 Penalty: 2369.566650 Iteration 10Q: 3 clusters Score -141744.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -141751.390625 Penalty: 2369.566650 Iteration 11Q: 3 clusters Score -141751.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -141756.125000 Penalty: 2369.566650 Iteration 12Q: 3 clusters Score -141756.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -141760.828125 Penalty: 2369.566650 Iteration 13Q: 3 clusters Score -141760.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -141762.468750 Penalty: 2369.566650 Iteration 14Q: 3 clusters Score -141762.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -141765.421875 Penalty: 2369.566650 Iteration 15Q: 3 clusters Score -141765.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -141769.562500 Penalty: 2369.566650 Iteration 16Q: 3 clusters Score -141769.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -141773.156250 Penalty: 2369.566650 Iteration 17Q: 3 clusters Score -141773.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -141775.046875 Penalty: 2369.566650 Iteration 18Q: 3 clusters Score -141775 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -141775.796875 Penalty: 2369.566650 Iteration 19Q: 3 clusters Score -141775.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -141777.000000 Penalty: 2369.566650 Iteration 20F: 3 clusters Score -141777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -141777.421875 Penalty: 2369.566650 Iteration 21Q: 3 clusters Score -141777.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -141777.421875 Penalty: 2369.566650 Iteration 22F: 3 clusters Score -141777.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Entering Unmasked Estep Score: -165011.609375 Penalty: 1203.886230 Iteration 0F: 2 clusters Score -165011.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -163167.250000 Penalty: 2407.772461 Iteration 0F: 3 clusters Score -163167.2 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -163574.703125 Penalty: 2407.772461 Iteration 1F: 3 clusters Score -163574.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -163710.421875 Penalty: 2407.772461 Iteration 2F: 3 clusters Score -163710.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -163811.343750 Penalty: 2407.772461 Iteration 3F: 3 clusters Score -163811.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -163905.343750 Penalty: 2407.772461 Iteration 4F: 3 clusters Score -163905.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -163983.812500 Penalty: 2407.772461 Iteration 5F: 3 clusters Score -163983.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -164044.859375 Penalty: 2407.772461 Iteration 6Q: 3 clusters Score -164044.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -164077.187500 Penalty: 2407.772461 Iteration 7Q: 3 clusters Score -164077.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -164106.625000 Penalty: 2407.772461 Iteration 8Q: 3 clusters Score -164106.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -164126.812500 Penalty: 2407.772461 Iteration 9Q: 3 clusters Score -164126.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -164139.328125 Penalty: 2407.772461 Iteration 10Q: 3 clusters Score -164139.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -164150.218750 Penalty: 2407.772461 Iteration 11Q: 3 clusters Score -164150.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -164162.140625 Penalty: 2407.772461 Iteration 12Q: 3 clusters Score -164162.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -164168.953125 Penalty: 2407.772461 Iteration 13Q: 3 clusters Score -164169 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -164174.390625 Penalty: 2407.772461 Iteration 14Q: 3 clusters Score -164174.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -164177.390625 Penalty: 2407.772461 Iteration 15Q: 3 clusters Score -164177.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -164179.140625 Penalty: 2407.772461 Iteration 16Q: 3 clusters Score -164179.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -164180.906250 Penalty: 2407.772461 Iteration 17Q: 3 clusters Score -164180.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -164184.796875 Penalty: 2407.772461 Iteration 18Q: 3 clusters Score -164184.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -164186.156250 Penalty: 2407.772461 Iteration 19Q: 3 clusters Score -164186.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -164186.453125 Penalty: 2407.772461 Iteration 20F: 3 clusters Score -164186.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -164187.109375 Penalty: 2407.772461 Iteration 21Q: 3 clusters Score -164187.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -164187.109375 Penalty: 2407.772461 Iteration 22F: 3 clusters Score -164187.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Entering Unmasked Estep Score: -88312.945312 Penalty: 1104.120361 Iteration 0F: 2 clusters Score -88312.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -86968.523438 Penalty: 2208.240723 Iteration 0F: 3 clusters Score -86968.52 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -87271.953125 Penalty: 2208.240723 Iteration 1F: 3 clusters Score -87271.95 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -87370.468750 Penalty: 2208.240723 Iteration 2F: 3 clusters Score -87370.47 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -87435.242188 Penalty: 2208.240723 Iteration 3F: 3 clusters Score -87435.24 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -87486.835938 Penalty: 2208.240723 Iteration 4Q: 3 clusters Score -87486.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -87519.601562 Penalty: 2208.240723 Iteration 5Q: 3 clusters Score -87519.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -87553.671875 Penalty: 2208.240723 Iteration 6Q: 3 clusters Score -87553.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -87577.429688 Penalty: 2208.240723 Iteration 7Q: 3 clusters Score -87577.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -87599.023438 Penalty: 2208.240723 Iteration 8Q: 3 clusters Score -87599.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -87614.406250 Penalty: 2208.240723 Iteration 9Q: 3 clusters Score -87614.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -87634.304688 Penalty: 2208.240723 Iteration 10Q: 3 clusters Score -87634.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -87668.296875 Penalty: 2208.240723 Iteration 11Q: 3 clusters Score -87668.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -87704.921875 Penalty: 2208.240723 Iteration 12Q: 3 clusters Score -87704.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -87740.781250 Penalty: 2208.240723 Iteration 13Q: 3 clusters Score -87740.78 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -87794.171875 Penalty: 2208.240723 Iteration 14Q: 3 clusters Score -87794.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -87848.609375 Penalty: 2208.240723 Iteration 15Q: 3 clusters Score -87848.61 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -87914.445312 Penalty: 2208.240723 Iteration 16Q: 3 clusters Score -87914.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -87964.296875 Penalty: 2208.240723 Iteration 17Q: 3 clusters Score -87964.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -88014.695312 Penalty: 2208.240723 Iteration 18Q: 3 clusters Score -88014.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -88053.515625 Penalty: 2208.240723 Iteration 19Q: 3 clusters Score -88053.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -88092.960938 Penalty: 2208.240723 Iteration 20F: 3 clusters Score -88092.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -88135.867188 Penalty: 2208.240723 Iteration 21Q: 3 clusters Score -88135.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -88178.710938 Penalty: 2208.240723 Iteration 22Q: 3 clusters Score -88178.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -88212.375000 Penalty: 2208.240723 Iteration 23Q: 3 clusters Score -88212.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -88235.742188 Penalty: 2208.240723 Iteration 24Q: 3 clusters Score -88235.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -88250.453125 Penalty: 2208.240723 Iteration 25Q: 3 clusters Score -88250.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -88261.945312 Penalty: 2208.240723 Iteration 26Q: 3 clusters Score -88261.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -88266.164062 Penalty: 2208.240723 Iteration 27Q: 3 clusters Score -88266.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -88272.382812 Penalty: 2208.240723 Iteration 28Q: 3 clusters Score -88272.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -88275.164062 Penalty: 2208.240723 Iteration 29Q: 3 clusters Score -88275.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -88276.414062 Penalty: 2208.240723 Iteration 30Q: 3 clusters Score -88276.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -88277.101562 Penalty: 2208.240723 Iteration 31Q: 3 clusters Score -88277.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -88277.101562 Penalty: 2208.240723 Iteration 32F: 3 clusters Score -88277.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Entering Unmasked Estep Score: -38340.031250 Penalty: 980.376526 Iteration 0F: 2 clusters Score -38340.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -37344.613281 Penalty: 1960.753052 Iteration 0F: 3 clusters Score -37344.61 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -37462.207031 Penalty: 1960.753052 Iteration 1F: 3 clusters Score -37462.21 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -37492.367188 Penalty: 1960.753052 Iteration 2Q: 3 clusters Score -37492.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -37508.312500 Penalty: 1960.753052 Iteration 3Q: 3 clusters Score -37508.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -37513.531250 Penalty: 1960.753052 Iteration 4Q: 3 clusters Score -37513.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -37514.023438 Penalty: 1960.753052 Iteration 5Q: 3 clusters Score -37514.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -37514.910156 Penalty: 1960.753052 Iteration 6Q: 3 clusters Score -37514.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -37517.007812 Penalty: 1960.753052 Iteration 7Q: 3 clusters Score -37517.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -37518.589844 Penalty: 1960.753052 Iteration 8Q: 3 clusters Score -37518.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -37520.007812 Penalty: 1960.753052 Iteration 9Q: 3 clusters Score -37520.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -37524.105469 Penalty: 1960.753052 Iteration 10Q: 3 clusters Score -37524.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -37526.093750 Penalty: 1960.753052 Iteration 11Q: 3 clusters Score -37526.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -37529.113281 Penalty: 1960.753052 Iteration 12Q: 3 clusters Score -37529.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -37529.113281 Penalty: 1960.753052 Iteration 13F: 3 clusters Score -37529.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Entering Unmasked Estep Score: -155152.500000 Penalty: 1197.457642 Iteration 0F: 2 clusters Score -155152.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -153325.281250 Penalty: 2394.915283 Iteration 0F: 3 clusters Score -153325.3 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -153741.125000 Penalty: 2394.915283 Iteration 1F: 3 clusters Score -153741.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -153960.453125 Penalty: 2394.915283 Iteration 2F: 3 clusters Score -153960.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -154247.390625 Penalty: 2394.915283 Iteration 3F: 3 clusters Score -154247.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -154546.906250 Penalty: 2394.915283 Iteration 4F: 3 clusters Score -154546.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -154735.109375 Penalty: 2394.915283 Iteration 5F: 3 clusters Score -154735.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -154839.484375 Penalty: 2394.915283 Iteration 6F: 3 clusters Score -154839.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -154886.062500 Penalty: 2394.915283 Iteration 7Q: 3 clusters Score -154886.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -154898.609375 Penalty: 2394.915283 Iteration 8Q: 3 clusters Score -154898.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -154903.406250 Penalty: 2394.915283 Iteration 9Q: 3 clusters Score -154903.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -154909.187500 Penalty: 2394.915283 Iteration 10Q: 3 clusters Score -154909.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -154912.578125 Penalty: 2394.915283 Iteration 11Q: 3 clusters Score -154912.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -154916.031250 Penalty: 2394.915283 Iteration 12Q: 3 clusters Score -154916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -154922.687500 Penalty: 2394.915283 Iteration 13Q: 3 clusters Score -154922.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -154924.546875 Penalty: 2394.915283 Iteration 14Q: 3 clusters Score -154924.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -154924.546875 Penalty: 2394.915283 Iteration 15F: 3 clusters Score -154924.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Entering Unmasked Estep Score: -95255.382812 Penalty: 1132.438232 Iteration 0F: 2 clusters Score -95255.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -93777.093750 Penalty: 2264.876465 Iteration 0F: 3 clusters Score -93777.09 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -94083.632812 Penalty: 2264.876465 Iteration 1F: 3 clusters Score -94083.63 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -94205.109375 Penalty: 2264.876465 Iteration 2F: 3 clusters Score -94205.11 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -94277.945312 Penalty: 2264.876465 Iteration 3Q: 3 clusters Score -94277.95 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -94339.078125 Penalty: 2264.876465 Iteration 4Q: 3 clusters Score -94339.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -94398.421875 Penalty: 2264.876465 Iteration 5Q: 3 clusters Score -94398.42 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -94465.898438 Penalty: 2264.876465 Iteration 6Q: 3 clusters Score -94465.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -94555.179688 Penalty: 2264.876465 Iteration 7Q: 3 clusters Score -94555.18 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -94637.460938 Penalty: 2264.876465 Iteration 8Q: 3 clusters Score -94637.46 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -94697.289062 Penalty: 2264.876465 Iteration 9Q: 3 clusters Score -94697.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94754.093750 Penalty: 2264.876465 Iteration 10Q: 3 clusters Score -94754.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -94785.710938 Penalty: 2264.876465 Iteration 11Q: 3 clusters Score -94785.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -94822.226562 Penalty: 2264.876465 Iteration 12Q: 3 clusters Score -94822.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -94857.828125 Penalty: 2264.876465 Iteration 13Q: 3 clusters Score -94857.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -94875.117188 Penalty: 2264.876465 Iteration 14Q: 3 clusters Score -94875.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -94885.101562 Penalty: 2264.876465 Iteration 15Q: 3 clusters Score -94885.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -94897.265625 Penalty: 2264.876465 Iteration 16Q: 3 clusters Score -94897.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -94901.953125 Penalty: 2264.876465 Iteration 17Q: 3 clusters Score -94901.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -94905.390625 Penalty: 2264.876465 Iteration 18Q: 3 clusters Score -94905.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -94909.789062 Penalty: 2264.876465 Iteration 19Q: 3 clusters Score -94909.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -94910.718750 Penalty: 2264.876465 Iteration 20F: 3 clusters Score -94910.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -94913.515625 Penalty: 2264.876465 Iteration 21Q: 3 clusters Score -94913.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -94914.718750 Penalty: 2264.876465 Iteration 22Q: 3 clusters Score -94914.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -94916.937500 Penalty: 2264.876465 Iteration 23Q: 3 clusters Score -94916.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -94917.734375 Penalty: 2264.876465 Iteration 24Q: 3 clusters Score -94917.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -94918.195312 Penalty: 2264.876465 Iteration 25Q: 3 clusters Score -94918.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -94918.195312 Penalty: 2264.876465 Iteration 26F: 3 clusters Score -94918.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Entering Unmasked Estep Score: -273924.593750 Penalty: 1288.365967 Iteration 0F: 2 clusters Score -273924.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -271374.312500 Penalty: 2576.731934 Iteration 0F: 3 clusters Score -271374.3 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -272118.562500 Penalty: 2576.731934 Iteration 1F: 3 clusters Score -272118.6 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -272380.187500 Penalty: 2576.731934 Iteration 2F: 3 clusters Score -272380.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -272550.812500 Penalty: 2576.731934 Iteration 3F: 3 clusters Score -272550.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -272687.625000 Penalty: 2576.731934 Iteration 4F: 3 clusters Score -272687.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -272793.187500 Penalty: 2576.731934 Iteration 5Q: 3 clusters Score -272793.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -272903.281250 Penalty: 2576.731934 Iteration 6Q: 3 clusters Score -272903.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -273008.000000 Penalty: 2576.731934 Iteration 7Q: 3 clusters Score -273008 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -273061.593750 Penalty: 2576.731934 Iteration 8Q: 3 clusters Score -273061.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -273098.031250 Penalty: 2576.731934 Iteration 9Q: 3 clusters Score -273098 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -273126.968750 Penalty: 2576.731934 Iteration 10Q: 3 clusters Score -273127 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -273150.375000 Penalty: 2576.731934 Iteration 11Q: 3 clusters Score -273150.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -273163.093750 Penalty: 2576.731934 Iteration 12Q: 3 clusters Score -273163.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -273173.031250 Penalty: 2576.731934 Iteration 13Q: 3 clusters Score -273173 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -273180.812500 Penalty: 2576.731934 Iteration 14Q: 3 clusters Score -273180.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -273185.625000 Penalty: 2576.731934 Iteration 15Q: 3 clusters Score -273185.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -273191.312500 Penalty: 2576.731934 Iteration 16Q: 3 clusters Score -273191.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -273200.468750 Penalty: 2576.731934 Iteration 17Q: 3 clusters Score -273200.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -273208.625000 Penalty: 2576.731934 Iteration 18Q: 3 clusters Score -273208.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -273211.750000 Penalty: 2576.731934 Iteration 19Q: 3 clusters Score -273211.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -273217.531250 Penalty: 2576.731934 Iteration 20F: 3 clusters Score -273217.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -273224.125000 Penalty: 2576.731934 Iteration 21Q: 3 clusters Score -273224.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -273227.875000 Penalty: 2576.731934 Iteration 22Q: 3 clusters Score -273227.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -273231.562500 Penalty: 2576.731934 Iteration 23Q: 3 clusters Score -273231.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -273232.437500 Penalty: 2576.731934 Iteration 24Q: 3 clusters Score -273232.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -273232.437500 Penalty: 2576.731934 Iteration 25F: 3 clusters Score -273232.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15265 members Entering Unmasked Estep Score: -1453071.750000 Penalty: 1565.414185 Iteration 0F: 2 clusters Score -1453072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -1442527.250000 Penalty: 3130.828369 Iteration 0F: 3 clusters Score -1442527 nChanged 6802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -1446174.375000 Penalty: 3130.828369 Iteration 1F: 3 clusters Score -1446174 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -1446466.250000 Penalty: 3130.828369 Iteration 2F: 3 clusters Score -1446466 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -1446782.750000 Penalty: 3130.828369 Iteration 3Q: 3 clusters Score -1446783 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -1447124.125000 Penalty: 3130.828369 Iteration 4Q: 3 clusters Score -1447124 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -1447539.875000 Penalty: 3130.828369 Iteration 5Q: 3 clusters Score -1447540 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 8871 members Entering Unmasked Estep Score: -1448052.625000 Penalty: 3130.828369 Iteration 6F: 3 clusters Score -1448053 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1448614.625000 Penalty: 3130.828369 Iteration 7F: 3 clusters Score -1448615 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -1449168.750000 Penalty: 3130.828369 Iteration 8F: 3 clusters Score -1449169 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -1449667.875000 Penalty: 3130.828369 Iteration 9Q: 3 clusters Score -1449668 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -1450082.375000 Penalty: 3130.828369 Iteration 10Q: 3 clusters Score -1450082 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 9466 members Entering Unmasked Estep Score: -1450381.000000 Penalty: 3130.828369 Iteration 11Q: 3 clusters Score -1450381 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -1450578.375000 Penalty: 3130.828369 Iteration 12Q: 3 clusters Score -1450578 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1450686.750000 Penalty: 3130.828369 Iteration 13Q: 3 clusters Score -1450687 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -1450765.500000 Penalty: 3130.828369 Iteration 14Q: 3 clusters Score -1450766 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -1450821.375000 Penalty: 3130.828369 Iteration 15Q: 3 clusters Score -1450821 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -1450870.625000 Penalty: 3130.828369 Iteration 16Q: 3 clusters Score -1450871 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -1450910.500000 Penalty: 3130.828369 Iteration 17Q: 3 clusters Score -1450910 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 9340 members Entering Unmasked Estep Score: -1450955.875000 Penalty: 3130.828369 Iteration 18Q: 3 clusters Score -1450956 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1450993.875000 Penalty: 3130.828369 Iteration 19Q: 3 clusters Score -1450994 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -1451032.625000 Penalty: 3130.828369 Iteration 20F: 3 clusters Score -1451033 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -1451076.750000 Penalty: 3130.828369 Iteration 21Q: 3 clusters Score -1451077 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -1451115.000000 Penalty: 3130.828369 Iteration 22Q: 3 clusters Score -1451115 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -1451144.750000 Penalty: 3130.828369 Iteration 23Q: 3 clusters Score -1451145 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -1451181.750000 Penalty: 3130.828369 Iteration 24Q: 3 clusters Score -1451182 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -1451214.875000 Penalty: 3130.828369 Iteration 25Q: 3 clusters Score -1451215 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -1451237.250000 Penalty: 3130.828369 Iteration 26Q: 3 clusters Score -1451237 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 9561 members Entering Unmasked Estep Score: -1451256.250000 Penalty: 3130.828369 Iteration 27Q: 3 clusters Score -1451256 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 9579 members Entering Unmasked Estep Score: -1451270.375000 Penalty: 3130.828369 Iteration 28Q: 3 clusters Score -1451270 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 9601 members Entering Unmasked Estep Score: -1451283.375000 Penalty: 3130.828369 Iteration 29Q: 3 clusters Score -1451283 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -1451295.000000 Penalty: 3130.828369 Iteration 30Q: 3 clusters Score -1451295 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -1451311.875000 Penalty: 3130.828369 Iteration 31Q: 3 clusters Score -1451312 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -1451324.000000 Penalty: 3130.828369 Iteration 32Q: 3 clusters Score -1451324 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -1451335.500000 Penalty: 3130.828369 Iteration 33Q: 3 clusters Score -1451336 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -1451348.625000 Penalty: 3130.828369 Iteration 34Q: 3 clusters Score -1451349 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 9641 members Entering Unmasked Estep Score: -1451357.125000 Penalty: 3130.828369 Iteration 35Q: 3 clusters Score -1451357 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -1451365.500000 Penalty: 3130.828369 Iteration 36Q: 3 clusters Score -1451366 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 9616 members Entering Unmasked Estep Score: -1451377.500000 Penalty: 3130.828369 Iteration 37Q: 3 clusters Score -1451378 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -1451385.375000 Penalty: 3130.828369 Iteration 38Q: 3 clusters Score -1451385 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -1451386.000000 Penalty: 3130.828369 Iteration 39Q: 3 clusters Score -1451386 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -1451386.250000 Penalty: 3130.828369 Iteration 40F: 3 clusters Score -1451386 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -1451395.125000 Penalty: 3130.828369 Iteration 41Q: 3 clusters Score -1451395 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -1451397.250000 Penalty: 3130.828369 Iteration 42Q: 3 clusters Score -1451397 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 9628 members Entering Unmasked Estep Score: -1451403.625000 Penalty: 3130.828369 Iteration 43Q: 3 clusters Score -1451404 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -1451401.875000 Penalty: 3130.828369 Iteration 44Q: 3 clusters Score -1451402 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1451402.500000 Penalty: 3130.828369 Iteration 45Q: 3 clusters Score -1451402 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -1451403.500000 Penalty: 3130.828369 Iteration 46Q: 3 clusters Score -1451404 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -1451405.000000 Penalty: 3130.828369 Iteration 47Q: 3 clusters Score -1451405 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -1451405.250000 Penalty: 3130.828369 Iteration 48Q: 3 clusters Score -1451405 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -1451406.125000 Penalty: 3130.828369 Iteration 49Q: 3 clusters Score -1451406 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -1451408.000000 Penalty: 3130.828369 Iteration 50Q: 3 clusters Score -1451408 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 9622 members Entering Unmasked Estep Score: -1451401.875000 Penalty: 3130.828369 Iteration 51Q: 3 clusters Score -1451402 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -1451406.500000 Penalty: 3130.828369 Iteration 52Q: 3 clusters Score -1451406 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -1451407.750000 Penalty: 3130.828369 Iteration 53Q: 3 clusters Score -1451408 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -1451405.625000 Penalty: 3130.828369 Iteration 54Q: 3 clusters Score -1451406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -1451406.000000 Penalty: 3130.828369 Iteration 55Q: 3 clusters Score -1451406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -1451406.500000 Penalty: 3130.828369 Iteration 56Q: 3 clusters Score -1451406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1451408.625000 Penalty: 3130.828369 Iteration 57Q: 3 clusters Score -1451409 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1451408.625000 Penalty: 3130.828369 Iteration 58F: 3 clusters Score -1451409 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Entering Unmasked Estep Score: -710516.750000 Penalty: 1445.138672 Iteration 0F: 2 clusters Score -710516.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -705151.125000 Penalty: 2890.277344 Iteration 0F: 3 clusters Score -705151.1 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -706835.625000 Penalty: 2890.277344 Iteration 1F: 3 clusters Score -706835.6 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -707063.250000 Penalty: 2890.277344 Iteration 2F: 3 clusters Score -707063.2 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -707254.500000 Penalty: 2890.277344 Iteration 3F: 3 clusters Score -707254.5 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -707481.062500 Penalty: 2890.277344 Iteration 4F: 3 clusters Score -707481.1 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -707741.875000 Penalty: 2890.277344 Iteration 5F: 3 clusters Score -707741.9 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -708032.875000 Penalty: 2890.277344 Iteration 6F: 3 clusters Score -708032.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -708322.812500 Penalty: 2890.277344 Iteration 7F: 3 clusters Score -708322.8 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -708588.250000 Penalty: 2890.277344 Iteration 8Q: 3 clusters Score -708588.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -708809.937500 Penalty: 2890.277344 Iteration 9Q: 3 clusters Score -708809.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -708976.812500 Penalty: 2890.277344 Iteration 10Q: 3 clusters Score -708976.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -709086.000000 Penalty: 2890.277344 Iteration 11Q: 3 clusters Score -709086 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -709165.625000 Penalty: 2890.277344 Iteration 12Q: 3 clusters Score -709165.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -709224.000000 Penalty: 2890.277344 Iteration 13Q: 3 clusters Score -709224 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -709261.437500 Penalty: 2890.277344 Iteration 14Q: 3 clusters Score -709261.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -709290.937500 Penalty: 2890.277344 Iteration 15Q: 3 clusters Score -709290.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -709324.750000 Penalty: 2890.277344 Iteration 16Q: 3 clusters Score -709324.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -709345.937500 Penalty: 2890.277344 Iteration 17Q: 3 clusters Score -709345.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -709374.125000 Penalty: 2890.277344 Iteration 18Q: 3 clusters Score -709374.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -709393.000000 Penalty: 2890.277344 Iteration 19Q: 3 clusters Score -709393 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -709401.187500 Penalty: 2890.277344 Iteration 20F: 3 clusters Score -709401.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -709410.625000 Penalty: 2890.277344 Iteration 21Q: 3 clusters Score -709410.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -709417.687500 Penalty: 2890.277344 Iteration 22Q: 3 clusters Score -709417.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -709420.687500 Penalty: 2890.277344 Iteration 23Q: 3 clusters Score -709420.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -709423.562500 Penalty: 2890.277344 Iteration 24Q: 3 clusters Score -709423.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -709425.687500 Penalty: 2890.277344 Iteration 25Q: 3 clusters Score -709425.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -709425.937500 Penalty: 2890.277344 Iteration 26Q: 3 clusters Score -709425.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -709427.812500 Penalty: 2890.277344 Iteration 27Q: 3 clusters Score -709427.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -709428.437500 Penalty: 2890.277344 Iteration 28Q: 3 clusters Score -709428.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -709430.125000 Penalty: 2890.277344 Iteration 29Q: 3 clusters Score -709430.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -709429.937500 Penalty: 2890.277344 Iteration 30Q: 3 clusters Score -709429.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -709433.000000 Penalty: 2890.277344 Iteration 31Q: 3 clusters Score -709433 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -709435.687500 Penalty: 2890.277344 Iteration 32Q: 3 clusters Score -709435.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -709439.250000 Penalty: 2890.277344 Iteration 33Q: 3 clusters Score -709439.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -709439.562500 Penalty: 2890.277344 Iteration 34Q: 3 clusters Score -709439.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -709439.562500 Penalty: 2890.277344 Iteration 35F: 3 clusters Score -709439.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Entering Unmasked Estep Score: -106493.500000 Penalty: 1157.203491 Iteration 0F: 2 clusters Score -106493.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -104912.765625 Penalty: 2314.406982 Iteration 0F: 3 clusters Score -104912.8 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -105241.359375 Penalty: 2314.406982 Iteration 1F: 3 clusters Score -105241.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -105369.031250 Penalty: 2314.406982 Iteration 2F: 3 clusters Score -105369 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -105458.906250 Penalty: 2314.406982 Iteration 3F: 3 clusters Score -105458.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -105526.281250 Penalty: 2314.406982 Iteration 4Q: 3 clusters Score -105526.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -105595.664062 Penalty: 2314.406982 Iteration 5Q: 3 clusters Score -105595.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -105670.265625 Penalty: 2314.406982 Iteration 6Q: 3 clusters Score -105670.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -105720.023438 Penalty: 2314.406982 Iteration 7Q: 3 clusters Score -105720 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -105757.132812 Penalty: 2314.406982 Iteration 8Q: 3 clusters Score -105757.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -105790.828125 Penalty: 2314.406982 Iteration 9Q: 3 clusters Score -105790.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -105833.335938 Penalty: 2314.406982 Iteration 10Q: 3 clusters Score -105833.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -105881.226562 Penalty: 2314.406982 Iteration 11Q: 3 clusters Score -105881.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -105923.125000 Penalty: 2314.406982 Iteration 12Q: 3 clusters Score -105923.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -105951.414062 Penalty: 2314.406982 Iteration 13Q: 3 clusters Score -105951.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -105966.562500 Penalty: 2314.406982 Iteration 14Q: 3 clusters Score -105966.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -105987.687500 Penalty: 2314.406982 Iteration 15Q: 3 clusters Score -105987.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -106009.148438 Penalty: 2314.406982 Iteration 16Q: 3 clusters Score -106009.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -106026.265625 Penalty: 2314.406982 Iteration 17Q: 3 clusters Score -106026.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -106032.203125 Penalty: 2314.406982 Iteration 18Q: 3 clusters Score -106032.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -106038.148438 Penalty: 2314.406982 Iteration 19Q: 3 clusters Score -106038.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -106048.953125 Penalty: 2314.406982 Iteration 20F: 3 clusters Score -106049 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -106063.359375 Penalty: 2314.406982 Iteration 21Q: 3 clusters Score -106063.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -106071.031250 Penalty: 2314.406982 Iteration 22Q: 3 clusters Score -106071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -106072.382812 Penalty: 2314.406982 Iteration 23Q: 3 clusters Score -106072.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -106073.320312 Penalty: 2314.406982 Iteration 24Q: 3 clusters Score -106073.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -106073.320312 Penalty: 2314.406982 Iteration 25F: 3 clusters Score -106073.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Entering Unmasked Estep Score: -162988.093750 Penalty: 1219.105225 Iteration 0F: 2 clusters Score -162988.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -161027.296875 Penalty: 2438.210449 Iteration 0F: 3 clusters Score -161027.3 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -161414.468750 Penalty: 2438.210449 Iteration 1F: 3 clusters Score -161414.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -161519.640625 Penalty: 2438.210449 Iteration 2F: 3 clusters Score -161519.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -161577.875000 Penalty: 2438.210449 Iteration 3Q: 3 clusters Score -161577.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -161620.187500 Penalty: 2438.210449 Iteration 4Q: 3 clusters Score -161620.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -161668.953125 Penalty: 2438.210449 Iteration 5Q: 3 clusters Score -161669 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -161740.078125 Penalty: 2438.210449 Iteration 6Q: 3 clusters Score -161740.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -161876.609375 Penalty: 2438.210449 Iteration 7Q: 3 clusters Score -161876.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -162127.187500 Penalty: 2438.210449 Iteration 8Q: 3 clusters Score -162127.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -162370.171875 Penalty: 2438.210449 Iteration 9F: 3 clusters Score -162370.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -162480.687500 Penalty: 2438.210449 Iteration 10F: 3 clusters Score -162480.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -162557.453125 Penalty: 2438.210449 Iteration 11Q: 3 clusters Score -162557.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -162635.828125 Penalty: 2438.210449 Iteration 12Q: 3 clusters Score -162635.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -162705.546875 Penalty: 2438.210449 Iteration 13Q: 3 clusters Score -162705.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -162744.000000 Penalty: 2438.210449 Iteration 14Q: 3 clusters Score -162744 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -162765.296875 Penalty: 2438.210449 Iteration 15Q: 3 clusters Score -162765.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -162776.062500 Penalty: 2438.210449 Iteration 16Q: 3 clusters Score -162776.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -162784.265625 Penalty: 2438.210449 Iteration 17Q: 3 clusters Score -162784.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -162789.796875 Penalty: 2438.210449 Iteration 18Q: 3 clusters Score -162789.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -162795.484375 Penalty: 2438.210449 Iteration 19Q: 3 clusters Score -162795.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -162797.109375 Penalty: 2438.210449 Iteration 20F: 3 clusters Score -162797.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -162798.406250 Penalty: 2438.210449 Iteration 21Q: 3 clusters Score -162798.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -162798.906250 Penalty: 2438.210449 Iteration 22Q: 3 clusters Score -162798.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -162799.687500 Penalty: 2438.210449 Iteration 23Q: 3 clusters Score -162799.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -162800.734375 Penalty: 2438.210449 Iteration 24Q: 3 clusters Score -162800.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -162803.578125 Penalty: 2438.210449 Iteration 25Q: 3 clusters Score -162803.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -162805.265625 Penalty: 2438.210449 Iteration 26Q: 3 clusters Score -162805.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -162805.875000 Penalty: 2438.210449 Iteration 27Q: 3 clusters Score -162805.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -162806.187500 Penalty: 2438.210449 Iteration 28Q: 3 clusters Score -162806.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -162806.703125 Penalty: 2438.210449 Iteration 29Q: 3 clusters Score -162806.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -162806.703125 Penalty: 2438.210449 Iteration 30F: 3 clusters Score -162806.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Entering Unmasked Estep Score: -84303.789062 Penalty: 1098.379028 Iteration 0F: 2 clusters Score -84303.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -82979.906250 Penalty: 2196.758057 Iteration 0F: 3 clusters Score -82979.91 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -83191.835938 Penalty: 2196.758057 Iteration 1F: 3 clusters Score -83191.84 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -83259.312500 Penalty: 2196.758057 Iteration 2F: 3 clusters Score -83259.31 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -83288.726562 Penalty: 2196.758057 Iteration 3Q: 3 clusters Score -83288.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -83303.648438 Penalty: 2196.758057 Iteration 4Q: 3 clusters Score -83303.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -83319.125000 Penalty: 2196.758057 Iteration 5Q: 3 clusters Score -83319.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -83331.492188 Penalty: 2196.758057 Iteration 6Q: 3 clusters Score -83331.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -83339.125000 Penalty: 2196.758057 Iteration 7Q: 3 clusters Score -83339.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -83343.343750 Penalty: 2196.758057 Iteration 8Q: 3 clusters Score -83343.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -83348.750000 Penalty: 2196.758057 Iteration 9Q: 3 clusters Score -83348.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -83349.093750 Penalty: 2196.758057 Iteration 10Q: 3 clusters Score -83349.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -83349.093750 Penalty: 2196.758057 Iteration 11F: 3 clusters Score -83349.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Entering Unmasked Estep Score: -436629.343750 Penalty: 1362.530640 Iteration 0F: 2 clusters Score -436629.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -433009.562500 Penalty: 2725.061279 Iteration 0F: 3 clusters Score -433009.6 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -433963.250000 Penalty: 2725.061279 Iteration 1F: 3 clusters Score -433963.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -434112.687500 Penalty: 2725.061279 Iteration 2F: 3 clusters Score -434112.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -434230.218750 Penalty: 2725.061279 Iteration 3F: 3 clusters Score -434230.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -434328.968750 Penalty: 2725.061279 Iteration 4Q: 3 clusters Score -434329 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -434407.156250 Penalty: 2725.061279 Iteration 5Q: 3 clusters Score -434407.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -434480.031250 Penalty: 2725.061279 Iteration 6Q: 3 clusters Score -434480 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -434532.218750 Penalty: 2725.061279 Iteration 7Q: 3 clusters Score -434532.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -434591.281250 Penalty: 2725.061279 Iteration 8Q: 3 clusters Score -434591.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -434659.875000 Penalty: 2725.061279 Iteration 9Q: 3 clusters Score -434659.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -434728.000000 Penalty: 2725.061279 Iteration 10Q: 3 clusters Score -434728 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -434785.218750 Penalty: 2725.061279 Iteration 11Q: 3 clusters Score -434785.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -434837.406250 Penalty: 2725.061279 Iteration 12Q: 3 clusters Score -434837.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -434904.375000 Penalty: 2725.061279 Iteration 13Q: 3 clusters Score -434904.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -434986.656250 Penalty: 2725.061279 Iteration 14Q: 3 clusters Score -434986.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -435060.875000 Penalty: 2725.061279 Iteration 15Q: 3 clusters Score -435060.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -435135.031250 Penalty: 2725.061279 Iteration 16Q: 3 clusters Score -435135 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -435198.812500 Penalty: 2725.061279 Iteration 17Q: 3 clusters Score -435198.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -435267.031250 Penalty: 2725.061279 Iteration 18Q: 3 clusters Score -435267 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -435345.437500 Penalty: 2725.061279 Iteration 19Q: 3 clusters Score -435345.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -435400.531250 Penalty: 2725.061279 Iteration 20F: 3 clusters Score -435400.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -435446.906250 Penalty: 2725.061279 Iteration 21Q: 3 clusters Score -435446.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -435481.218750 Penalty: 2725.061279 Iteration 22Q: 3 clusters Score -435481.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -435521.406250 Penalty: 2725.061279 Iteration 23Q: 3 clusters Score -435521.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -435561.750000 Penalty: 2725.061279 Iteration 24Q: 3 clusters Score -435561.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -435614.906250 Penalty: 2725.061279 Iteration 25Q: 3 clusters Score -435614.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -435662.531250 Penalty: 2725.061279 Iteration 26Q: 3 clusters Score -435662.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -435694.062500 Penalty: 2725.061279 Iteration 27Q: 3 clusters Score -435694.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -435711.062500 Penalty: 2725.061279 Iteration 28Q: 3 clusters Score -435711.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -435723.906250 Penalty: 2725.061279 Iteration 29Q: 3 clusters Score -435723.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -435732.656250 Penalty: 2725.061279 Iteration 30Q: 3 clusters Score -435732.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -435738.156250 Penalty: 2725.061279 Iteration 31Q: 3 clusters Score -435738.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -435749.343750 Penalty: 2725.061279 Iteration 32Q: 3 clusters Score -435749.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -435763.500000 Penalty: 2725.061279 Iteration 33Q: 3 clusters Score -435763.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -435768.906250 Penalty: 2725.061279 Iteration 34Q: 3 clusters Score -435768.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -435773.218750 Penalty: 2725.061279 Iteration 35Q: 3 clusters Score -435773.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -435775.343750 Penalty: 2725.061279 Iteration 36Q: 3 clusters Score -435775.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -435779.281250 Penalty: 2725.061279 Iteration 37Q: 3 clusters Score -435779.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -435780.281250 Penalty: 2725.061279 Iteration 38Q: 3 clusters Score -435780.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -435784.093750 Penalty: 2725.061279 Iteration 39Q: 3 clusters Score -435784.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -435792.218750 Penalty: 2725.061279 Iteration 40F: 3 clusters Score -435792.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -435799.406250 Penalty: 2725.061279 Iteration 41Q: 3 clusters Score -435799.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -435802.093750 Penalty: 2725.061279 Iteration 42Q: 3 clusters Score -435802.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -435805.750000 Penalty: 2725.061279 Iteration 43Q: 3 clusters Score -435805.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -435807.500000 Penalty: 2725.061279 Iteration 44Q: 3 clusters Score -435807.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -435809.125000 Penalty: 2725.061279 Iteration 45Q: 3 clusters Score -435809.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -435810.062500 Penalty: 2725.061279 Iteration 46Q: 3 clusters Score -435810.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -435810.468750 Penalty: 2725.061279 Iteration 47Q: 3 clusters Score -435810.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -435812.250000 Penalty: 2725.061279 Iteration 48Q: 3 clusters Score -435812.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -435815.562500 Penalty: 2725.061279 Iteration 49Q: 3 clusters Score -435815.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -435816.687500 Penalty: 2725.061279 Iteration 50Q: 3 clusters Score -435816.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -435817.500000 Penalty: 2725.061279 Iteration 51Q: 3 clusters Score -435817.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -435820.375000 Penalty: 2725.061279 Iteration 52Q: 3 clusters Score -435820.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -435820.093750 Penalty: 2725.061279 Iteration 53Q: 3 clusters Score -435820.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -435821.468750 Penalty: 2725.061279 Iteration 54Q: 3 clusters Score -435821.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -435822.406250 Penalty: 2725.061279 Iteration 55Q: 3 clusters Score -435822.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -435823.437500 Penalty: 2725.061279 Iteration 56Q: 3 clusters Score -435823.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -435824.093750 Penalty: 2725.061279 Iteration 57Q: 3 clusters Score -435824.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -435826.281250 Penalty: 2725.061279 Iteration 58Q: 3 clusters Score -435826.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -435828.562500 Penalty: 2725.061279 Iteration 59Q: 3 clusters Score -435828.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -435831.625000 Penalty: 2725.061279 Iteration 60F: 3 clusters Score -435831.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -435833.531250 Penalty: 2725.061279 Iteration 61Q: 3 clusters Score -435833.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -435834.468750 Penalty: 2725.061279 Iteration 62Q: 3 clusters Score -435834.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -435834.625000 Penalty: 2725.061279 Iteration 63Q: 3 clusters Score -435834.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -435834.625000 Penalty: 2725.061279 Iteration 64F: 3 clusters Score -435834.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -43201.855469 Penalty: 1004.588806 Iteration 0F: 2 clusters Score -43201.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -42110.507812 Penalty: 2009.177612 Iteration 0F: 3 clusters Score -42110.51 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -42297.578125 Penalty: 2009.177612 Iteration 1F: 3 clusters Score -42297.58 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -42363.820312 Penalty: 2009.177612 Iteration 2F: 3 clusters Score -42363.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -42392.523438 Penalty: 2009.177612 Iteration 3Q: 3 clusters Score -42392.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -42402.128906 Penalty: 2009.177612 Iteration 4Q: 3 clusters Score -42402.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -42402.128906 Penalty: 2009.177612 Iteration 5F: 3 clusters Score -42402.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Entering Unmasked Estep Score: -79952.890625 Penalty: 1094.564331 Iteration 0F: 2 clusters Score -79952.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -78642.242188 Penalty: 2189.128662 Iteration 0F: 3 clusters Score -78642.24 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -78905.390625 Penalty: 2189.128662 Iteration 1F: 3 clusters Score -78905.39 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -78966.710938 Penalty: 2189.128662 Iteration 2F: 3 clusters Score -78966.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -78991.929688 Penalty: 2189.128662 Iteration 3Q: 3 clusters Score -78991.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -78999.796875 Penalty: 2189.128662 Iteration 4Q: 3 clusters Score -78999.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -79003.937500 Penalty: 2189.128662 Iteration 5Q: 3 clusters Score -79003.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -79008.578125 Penalty: 2189.128662 Iteration 6Q: 3 clusters Score -79008.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -79011.828125 Penalty: 2189.128662 Iteration 7Q: 3 clusters Score -79011.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -79020.406250 Penalty: 2189.128662 Iteration 8Q: 3 clusters Score -79020.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -79028.492188 Penalty: 2189.128662 Iteration 9Q: 3 clusters Score -79028.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -79033.257812 Penalty: 2189.128662 Iteration 10Q: 3 clusters Score -79033.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -79034.492188 Penalty: 2189.128662 Iteration 11Q: 3 clusters Score -79034.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -79035.273438 Penalty: 2189.128662 Iteration 12Q: 3 clusters Score -79035.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -79035.273438 Penalty: 2189.128662 Iteration 13F: 3 clusters Score -79035.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Entering Unmasked Estep Score: -111860.031250 Penalty: 1144.513550 Iteration 0F: 2 clusters Score -111860 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -110320.718750 Penalty: 2289.027100 Iteration 0F: 3 clusters Score -110320.7 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -110562.039062 Penalty: 2289.027100 Iteration 1F: 3 clusters Score -110562 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -110624.562500 Penalty: 2289.027100 Iteration 2F: 3 clusters Score -110624.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -110651.726562 Penalty: 2289.027100 Iteration 3Q: 3 clusters Score -110651.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -110668.765625 Penalty: 2289.027100 Iteration 4Q: 3 clusters Score -110668.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -110681.265625 Penalty: 2289.027100 Iteration 5Q: 3 clusters Score -110681.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -110691.710938 Penalty: 2289.027100 Iteration 6Q: 3 clusters Score -110691.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -110703.617188 Penalty: 2289.027100 Iteration 7Q: 3 clusters Score -110703.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -110716.273438 Penalty: 2289.027100 Iteration 8Q: 3 clusters Score -110716.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -110722.062500 Penalty: 2289.027100 Iteration 9Q: 3 clusters Score -110722.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -110728.085938 Penalty: 2289.027100 Iteration 10Q: 3 clusters Score -110728.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -110735.390625 Penalty: 2289.027100 Iteration 11Q: 3 clusters Score -110735.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -110741.656250 Penalty: 2289.027100 Iteration 12Q: 3 clusters Score -110741.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -110747.203125 Penalty: 2289.027100 Iteration 13Q: 3 clusters Score -110747.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -110750.593750 Penalty: 2289.027100 Iteration 14Q: 3 clusters Score -110750.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -110753.734375 Penalty: 2289.027100 Iteration 15Q: 3 clusters Score -110753.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -110757.156250 Penalty: 2289.027100 Iteration 16Q: 3 clusters Score -110757.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -110761.585938 Penalty: 2289.027100 Iteration 17Q: 3 clusters Score -110761.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -110764.429688 Penalty: 2289.027100 Iteration 18Q: 3 clusters Score -110764.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -110765.164062 Penalty: 2289.027100 Iteration 19Q: 3 clusters Score -110765.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -110766.953125 Penalty: 2289.027100 Iteration 20F: 3 clusters Score -110767 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -110767.046875 Penalty: 2289.027100 Iteration 21Q: 3 clusters Score -110767 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -110767.046875 Penalty: 2289.027100 Iteration 22F: 3 clusters Score -110767 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Entering Unmasked Estep Score: -137168.640625 Penalty: 1181.425781 Iteration 0F: 2 clusters Score -137168.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -135440.359375 Penalty: 2362.851562 Iteration 0F: 3 clusters Score -135440.4 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -135770.125000 Penalty: 2362.851562 Iteration 1F: 3 clusters Score -135770.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -135869.390625 Penalty: 2362.851562 Iteration 2F: 3 clusters Score -135869.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -135914.265625 Penalty: 2362.851562 Iteration 3Q: 3 clusters Score -135914.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -135935.765625 Penalty: 2362.851562 Iteration 4Q: 3 clusters Score -135935.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -135943.515625 Penalty: 2362.851562 Iteration 5Q: 3 clusters Score -135943.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -135950.968750 Penalty: 2362.851562 Iteration 6Q: 3 clusters Score -135951 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -135957.953125 Penalty: 2362.851562 Iteration 7Q: 3 clusters Score -135958 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -135965.359375 Penalty: 2362.851562 Iteration 8Q: 3 clusters Score -135965.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -135971.375000 Penalty: 2362.851562 Iteration 9Q: 3 clusters Score -135971.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -135975.000000 Penalty: 2362.851562 Iteration 10Q: 3 clusters Score -135975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -135978.640625 Penalty: 2362.851562 Iteration 11Q: 3 clusters Score -135978.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -135980.296875 Penalty: 2362.851562 Iteration 12Q: 3 clusters Score -135980.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -135980.359375 Penalty: 2362.851562 Iteration 13Q: 3 clusters Score -135980.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -135980.875000 Penalty: 2362.851562 Iteration 14Q: 3 clusters Score -135980.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -135980.875000 Penalty: 2362.851562 Iteration 15F: 3 clusters Score -135980.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Entering Unmasked Estep Score: -193560.125000 Penalty: 1229.357178 Iteration 0F: 2 clusters Score -193560.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -191562.859375 Penalty: 2458.714355 Iteration 0F: 3 clusters Score -191562.9 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -192052.421875 Penalty: 2458.714355 Iteration 1F: 3 clusters Score -192052.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -192214.625000 Penalty: 2458.714355 Iteration 2F: 3 clusters Score -192214.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -192301.578125 Penalty: 2458.714355 Iteration 3F: 3 clusters Score -192301.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -192392.281250 Penalty: 2458.714355 Iteration 4Q: 3 clusters Score -192392.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -192481.890625 Penalty: 2458.714355 Iteration 5Q: 3 clusters Score -192481.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -192578.546875 Penalty: 2458.714355 Iteration 6Q: 3 clusters Score -192578.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -192676.515625 Penalty: 2458.714355 Iteration 7Q: 3 clusters Score -192676.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -192741.906250 Penalty: 2458.714355 Iteration 8Q: 3 clusters Score -192741.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -192773.718750 Penalty: 2458.714355 Iteration 9Q: 3 clusters Score -192773.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -192792.437500 Penalty: 2458.714355 Iteration 10Q: 3 clusters Score -192792.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -192803.031250 Penalty: 2458.714355 Iteration 11Q: 3 clusters Score -192803 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -192806.359375 Penalty: 2458.714355 Iteration 12Q: 3 clusters Score -192806.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -192808.796875 Penalty: 2458.714355 Iteration 13Q: 3 clusters Score -192808.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -192808.796875 Penalty: 2458.714355 Iteration 14F: 3 clusters Score -192808.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Entering Unmasked Estep Score: -87828.812500 Penalty: 1111.762573 Iteration 0F: 2 clusters Score -87828.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -86417.125000 Penalty: 2223.525146 Iteration 0F: 3 clusters Score -86417.12 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -86686.773438 Penalty: 2223.525146 Iteration 1F: 3 clusters Score -86686.77 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -86804.296875 Penalty: 2223.525146 Iteration 2F: 3 clusters Score -86804.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -86865.242188 Penalty: 2223.525146 Iteration 3Q: 3 clusters Score -86865.24 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -86894.671875 Penalty: 2223.525146 Iteration 4Q: 3 clusters Score -86894.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -86905.453125 Penalty: 2223.525146 Iteration 5Q: 3 clusters Score -86905.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -86919.804688 Penalty: 2223.525146 Iteration 6Q: 3 clusters Score -86919.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -86924.414062 Penalty: 2223.525146 Iteration 7Q: 3 clusters Score -86924.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -86927.218750 Penalty: 2223.525146 Iteration 8Q: 3 clusters Score -86927.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -86930.968750 Penalty: 2223.525146 Iteration 9Q: 3 clusters Score -86930.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -86933.257812 Penalty: 2223.525146 Iteration 10Q: 3 clusters Score -86933.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -86939.742188 Penalty: 2223.525146 Iteration 11Q: 3 clusters Score -86939.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -86948.875000 Penalty: 2223.525146 Iteration 12Q: 3 clusters Score -86948.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -86957.382812 Penalty: 2223.525146 Iteration 13Q: 3 clusters Score -86957.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -86958.812500 Penalty: 2223.525146 Iteration 14Q: 3 clusters Score -86958.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -86959.695312 Penalty: 2223.525146 Iteration 15Q: 3 clusters Score -86959.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -86959.695312 Penalty: 2223.525146 Iteration 16F: 3 clusters Score -86959.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Entering Unmasked Estep Score: -12263.613281 Penalty: 849.183838 Iteration 0F: 2 clusters Score -12263.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -11601.973633 Penalty: 1698.367676 Iteration 0F: 3 clusters Score -11601.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -11677.523438 Penalty: 1698.367676 Iteration 1F: 3 clusters Score -11677.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -11708.859375 Penalty: 1698.367676 Iteration 2Q: 3 clusters Score -11708.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -11721.139648 Penalty: 1698.367676 Iteration 3Q: 3 clusters Score -11721.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -11728.145508 Penalty: 1698.367676 Iteration 4Q: 3 clusters Score -11728.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -11730.702148 Penalty: 1698.367676 Iteration 5Q: 3 clusters Score -11730.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -11730.702148 Penalty: 1698.367676 Iteration 6F: 3 clusters Score -11730.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Entering Unmasked Estep Score: -756807.687500 Penalty: 1452.916016 Iteration 0F: 2 clusters Score -756807.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -751226.187500 Penalty: 2905.832031 Iteration 0F: 3 clusters Score -751226.2 nChanged 3211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -752908.125000 Penalty: 2905.832031 Iteration 1F: 3 clusters Score -752908.1 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -753145.812500 Penalty: 2905.832031 Iteration 2F: 3 clusters Score -753145.8 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -753324.312500 Penalty: 2905.832031 Iteration 3F: 3 clusters Score -753324.3 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -753483.000000 Penalty: 2905.832031 Iteration 4Q: 3 clusters Score -753483 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -753642.875000 Penalty: 2905.832031 Iteration 5Q: 3 clusters Score -753642.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -753807.250000 Penalty: 2905.832031 Iteration 6Q: 3 clusters Score -753807.2 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -753989.500000 Penalty: 2905.832031 Iteration 7Q: 3 clusters Score -753989.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -754227.437500 Penalty: 2905.832031 Iteration 8Q: 3 clusters Score -754227.4 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -754527.500000 Penalty: 2905.832031 Iteration 9Q: 3 clusters Score -754527.5 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -754824.312500 Penalty: 2905.832031 Iteration 10Q: 3 clusters Score -754824.3 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -755054.500000 Penalty: 2905.832031 Iteration 11Q: 3 clusters Score -755054.5 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -755212.000000 Penalty: 2905.832031 Iteration 12Q: 3 clusters Score -755212 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -755322.062500 Penalty: 2905.832031 Iteration 13Q: 3 clusters Score -755322.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -755407.625000 Penalty: 2905.832031 Iteration 14Q: 3 clusters Score -755407.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -755469.937500 Penalty: 2905.832031 Iteration 15Q: 3 clusters Score -755469.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -755513.500000 Penalty: 2905.832031 Iteration 16Q: 3 clusters Score -755513.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -755539.937500 Penalty: 2905.832031 Iteration 17Q: 3 clusters Score -755539.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -755558.062500 Penalty: 2905.832031 Iteration 18Q: 3 clusters Score -755558.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -755574.937500 Penalty: 2905.832031 Iteration 19Q: 3 clusters Score -755574.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -755592.250000 Penalty: 2905.832031 Iteration 20F: 3 clusters Score -755592.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -755607.125000 Penalty: 2905.832031 Iteration 21Q: 3 clusters Score -755607.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -755617.375000 Penalty: 2905.832031 Iteration 22Q: 3 clusters Score -755617.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -755621.062500 Penalty: 2905.832031 Iteration 23Q: 3 clusters Score -755621.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -755628.062500 Penalty: 2905.832031 Iteration 24Q: 3 clusters Score -755628.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -755631.562500 Penalty: 2905.832031 Iteration 25Q: 3 clusters Score -755631.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -755630.187500 Penalty: 2905.832031 Iteration 26Q: 3 clusters Score -755630.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -755630.187500 Penalty: 2905.832031 Iteration 27F: 3 clusters Score -755630.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Entering Unmasked Estep Score: -109787.703125 Penalty: 1147.327393 Iteration 0F: 2 clusters Score -109787.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -108269.171875 Penalty: 2294.654785 Iteration 0F: 3 clusters Score -108269.2 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -108738.742188 Penalty: 2294.654785 Iteration 1F: 3 clusters Score -108738.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -108935.609375 Penalty: 2294.654785 Iteration 2F: 3 clusters Score -108935.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -109101.843750 Penalty: 2294.654785 Iteration 3F: 3 clusters Score -109101.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -109374.367188 Penalty: 2294.654785 Iteration 4F: 3 clusters Score -109374.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -109578.218750 Penalty: 2294.654785 Iteration 5F: 3 clusters Score -109578.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -109716.562500 Penalty: 2294.654785 Iteration 6F: 3 clusters Score -109716.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -109804.382812 Penalty: 2294.654785 Iteration 7Q: 3 clusters Score -109804.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -109877.500000 Penalty: 2294.654785 Iteration 8Q: 3 clusters Score -109877.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -109949.515625 Penalty: 2294.654785 Iteration 9Q: 3 clusters Score -109949.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -109994.773438 Penalty: 2294.654785 Iteration 10Q: 3 clusters Score -109994.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -110008.328125 Penalty: 2294.654785 Iteration 11Q: 3 clusters Score -110008.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -110036.007812 Penalty: 2294.654785 Iteration 12Q: 3 clusters Score -110036 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -110067.164062 Penalty: 2294.654785 Iteration 13Q: 3 clusters Score -110067.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -110089.273438 Penalty: 2294.654785 Iteration 14Q: 3 clusters Score -110089.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -110136.515625 Penalty: 2294.654785 Iteration 15Q: 3 clusters Score -110136.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -110181.429688 Penalty: 2294.654785 Iteration 16Q: 3 clusters Score -110181.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -110185.359375 Penalty: 2294.654785 Iteration 17Q: 3 clusters Score -110185.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -110185.890625 Penalty: 2294.654785 Iteration 18Q: 3 clusters Score -110185.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -110186.210938 Penalty: 2294.654785 Iteration 19Q: 3 clusters Score -110186.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -110190.093750 Penalty: 2294.654785 Iteration 20F: 3 clusters Score -110190.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -110193.695312 Penalty: 2294.654785 Iteration 21Q: 3 clusters Score -110193.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -110197.242188 Penalty: 2294.654785 Iteration 22Q: 3 clusters Score -110197.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -110198.812500 Penalty: 2294.654785 Iteration 23Q: 3 clusters Score -110198.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -110199.046875 Penalty: 2294.654785 Iteration 24Q: 3 clusters Score -110199 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -110199.046875 Penalty: 2294.654785 Iteration 25F: 3 clusters Score -110199 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 893 members Mstep: Class 6 contains 417 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2775 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 862 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 842 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 936 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 620 members Mstep: Class 25 contains 6174 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1130 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Mstep: Class 35 contains 545 members Entering Unmasked Estep Score: -8177962.500000 Penalty: 64734.261719 Splitting cluster 24 changes total score from -8178250.500000 to -8177962.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (6174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Entering Unmasked Estep Score: -598760.250000 Penalty: 1418.316528 Iteration 0F: 2 clusters Score -598760.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -594017.062500 Penalty: 2836.633057 Iteration 0F: 3 clusters Score -594017.1 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -595539.375000 Penalty: 2836.633057 Iteration 1F: 3 clusters Score -595539.4 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -595901.312500 Penalty: 2836.633057 Iteration 2F: 3 clusters Score -595901.3 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -596263.812500 Penalty: 2836.633057 Iteration 3F: 3 clusters Score -596263.8 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -596617.750000 Penalty: 2836.633057 Iteration 4F: 3 clusters Score -596617.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -597007.250000 Penalty: 2836.633057 Iteration 5F: 3 clusters Score -597007.2 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -597435.500000 Penalty: 2836.633057 Iteration 6F: 3 clusters Score -597435.5 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -597871.500000 Penalty: 2836.633057 Iteration 7F: 3 clusters Score -597871.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -598185.562500 Penalty: 2836.633057 Iteration 8Q: 3 clusters Score -598185.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -598405.562500 Penalty: 2836.633057 Iteration 9Q: 3 clusters Score -598405.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -598519.250000 Penalty: 2836.633057 Iteration 10Q: 3 clusters Score -598519.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -598599.875000 Penalty: 2836.633057 Iteration 11Q: 3 clusters Score -598599.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -598647.812500 Penalty: 2836.633057 Iteration 12Q: 3 clusters Score -598647.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -598676.312500 Penalty: 2836.633057 Iteration 13Q: 3 clusters Score -598676.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -598691.250000 Penalty: 2836.633057 Iteration 14Q: 3 clusters Score -598691.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -598699.937500 Penalty: 2836.633057 Iteration 15Q: 3 clusters Score -598699.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -598706.625000 Penalty: 2836.633057 Iteration 16Q: 3 clusters Score -598706.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -598707.312500 Penalty: 2836.633057 Iteration 17Q: 3 clusters Score -598707.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -598708.562500 Penalty: 2836.633057 Iteration 18Q: 3 clusters Score -598708.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -598710.000000 Penalty: 2836.633057 Iteration 19Q: 3 clusters Score -598710 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -598714.062500 Penalty: 2836.633057 Iteration 20F: 3 clusters Score -598714.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -598715.250000 Penalty: 2836.633057 Iteration 21Q: 3 clusters Score -598715.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -598716.250000 Penalty: 2836.633057 Iteration 22Q: 3 clusters Score -598716.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -598720.062500 Penalty: 2836.633057 Iteration 23Q: 3 clusters Score -598720.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -598721.000000 Penalty: 2836.633057 Iteration 24Q: 3 clusters Score -598721 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -598720.125000 Penalty: 2836.633057 Iteration 25Q: 3 clusters Score -598720.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -598723.000000 Penalty: 2836.633057 Iteration 26Q: 3 clusters Score -598723 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -598723.875000 Penalty: 2836.633057 Iteration 27Q: 3 clusters Score -598723.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -598726.000000 Penalty: 2836.633057 Iteration 28Q: 3 clusters Score -598726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -598728.250000 Penalty: 2836.633057 Iteration 29Q: 3 clusters Score -598728.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -598728.562500 Penalty: 2836.633057 Iteration 30Q: 3 clusters Score -598728.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -598729.687500 Penalty: 2836.633057 Iteration 31Q: 3 clusters Score -598729.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -598728.750000 Penalty: 2836.633057 Iteration 32Q: 3 clusters Score -598728.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -598730.312500 Penalty: 2836.633057 Iteration 33Q: 3 clusters Score -598730.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -598734.812500 Penalty: 2836.633057 Iteration 34Q: 3 clusters Score -598734.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -598738.437500 Penalty: 2836.633057 Iteration 35Q: 3 clusters Score -598738.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -598749.062500 Penalty: 2836.633057 Iteration 36Q: 3 clusters Score -598749.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -598763.812500 Penalty: 2836.633057 Iteration 37Q: 3 clusters Score -598763.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -598784.250000 Penalty: 2836.633057 Iteration 38Q: 3 clusters Score -598784.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -598811.187500 Penalty: 2836.633057 Iteration 39Q: 3 clusters Score -598811.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -598841.625000 Penalty: 2836.633057 Iteration 40F: 3 clusters Score -598841.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -598877.562500 Penalty: 2836.633057 Iteration 41Q: 3 clusters Score -598877.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -598909.187500 Penalty: 2836.633057 Iteration 42Q: 3 clusters Score -598909.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -598929.687500 Penalty: 2836.633057 Iteration 43Q: 3 clusters Score -598929.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -598945.312500 Penalty: 2836.633057 Iteration 44Q: 3 clusters Score -598945.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -598953.812500 Penalty: 2836.633057 Iteration 45Q: 3 clusters Score -598953.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -598960.562500 Penalty: 2836.633057 Iteration 46Q: 3 clusters Score -598960.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -598963.937500 Penalty: 2836.633057 Iteration 47Q: 3 clusters Score -598963.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -598966.500000 Penalty: 2836.633057 Iteration 48Q: 3 clusters Score -598966.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -598970.125000 Penalty: 2836.633057 Iteration 49Q: 3 clusters Score -598970.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -598971.187500 Penalty: 2836.633057 Iteration 50Q: 3 clusters Score -598971.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -598974.500000 Penalty: 2836.633057 Iteration 51Q: 3 clusters Score -598974.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -598975.437500 Penalty: 2836.633057 Iteration 52Q: 3 clusters Score -598975.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -598975.437500 Penalty: 2836.633057 Iteration 53F: 3 clusters Score -598975.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 893 members Mstep: Class 6 contains 417 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 2775 members Mstep: Class 10 contains 15265 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 1238 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 862 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 842 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 936 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 7639 members Mstep: Class 24 contains 1165 members Mstep: Class 25 contains 4223 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 5648 members Mstep: Class 28 contains 2854 members Mstep: Class 29 contains 1291 members Mstep: Class 30 contains 521 members Mstep: Class 31 contains 1130 members Mstep: Class 32 contains 420 members Mstep: Class 33 contains 8038 members Mstep: Class 34 contains 1319 members Mstep: Class 35 contains 1951 members Entering Unmasked Estep Score: -8178020.500000 Penalty: 64734.261719 Splitting cluster 25 changes total score from -8178250.500000 to -8178020.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 26 (871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Entering Unmasked Estep Score: -83567.867188 Penalty: 1100.066772 Iteration 0F: 2 clusters Score -83567.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -82242.992188 Penalty: 2200.133545 Iteration 0F: 3 clusters Score -82242.99 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -82463.187500 Penalty: 2200.133545 Iteration 1F: 3 clusters Score -82463.19 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -82525.117188 Penalty: 2200.133545 Iteration 2F: 3 clusters Score -82525.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -82558.968750 Penalty: 2200.133545 Iteration 3Q: 3 clusters Score -82558.97 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -82578.445312 Penalty: 2200.133545 Iteration 4Q: 3 clusters Score -82578.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -82587.429688 Penalty: 2200.133545 Iteration 5Q: 3 clusters Score -82587.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -82590.960938 Penalty: 2200.133545 Iteration 6Q: 3 clusters Score -82590.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -82597.843750 Penalty: 2200.133545 Iteration 7Q: 3 clusters Score -82597.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -82606.093750 Penalty: 2200.133545 Iteration 8Q: 3 clusters Score -82606.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -82609.703125 Penalty: 2200.133545 Iteration 9Q: 3 clusters Score -82609.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -82612.414062 Penalty: 2200.133545 Iteration 10Q: 3 clusters Score -82612.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -82613.703125 Penalty: 2200.133545 Iteration 11Q: 3 clusters Score -82613.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -82613.703125 Penalty: 2200.133545 Iteration 12F: 3 clusters Score -82613.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Entering Unmasked Estep Score: -538152.312500 Penalty: 1403.846802 Iteration 0F: 2 clusters Score -538152.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -533750.687500 Penalty: 2807.693604 Iteration 0F: 3 clusters Score -533750.7 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -534957.625000 Penalty: 2807.693604 Iteration 1F: 3 clusters Score -534957.6 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -535185.125000 Penalty: 2807.693604 Iteration 2F: 3 clusters Score -535185.1 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -535356.875000 Penalty: 2807.693604 Iteration 3F: 3 clusters Score -535356.9 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -535502.937500 Penalty: 2807.693604 Iteration 4Q: 3 clusters Score -535502.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -535635.937500 Penalty: 2807.693604 Iteration 5Q: 3 clusters Score -535635.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -535772.812500 Penalty: 2807.693604 Iteration 6Q: 3 clusters Score -535772.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -535900.750000 Penalty: 2807.693604 Iteration 7Q: 3 clusters Score -535900.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -536036.000000 Penalty: 2807.693604 Iteration 8Q: 3 clusters Score -536036 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -536151.062500 Penalty: 2807.693604 Iteration 9Q: 3 clusters Score -536151.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -536238.500000 Penalty: 2807.693604 Iteration 10Q: 3 clusters Score -536238.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -536318.500000 Penalty: 2807.693604 Iteration 11Q: 3 clusters Score -536318.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -536386.000000 Penalty: 2807.693604 Iteration 12Q: 3 clusters Score -536386 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -536449.437500 Penalty: 2807.693604 Iteration 13Q: 3 clusters Score -536449.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -536499.500000 Penalty: 2807.693604 Iteration 14Q: 3 clusters Score -536499.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -536547.500000 Penalty: 2807.693604 Iteration 15Q: 3 clusters Score -536547.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -536578.500000 Penalty: 2807.693604 Iteration 16Q: 3 clusters Score -536578.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -536602.437500 Penalty: 2807.693604 Iteration 17Q: 3 clusters Score -536602.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -536617.875000 Penalty: 2807.693604 Iteration 18Q: 3 clusters Score -536617.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -536630.562500 Penalty: 2807.693604 Iteration 19Q: 3 clusters Score -536630.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -536643.625000 Penalty: 2807.693604 Iteration 20F: 3 clusters Score -536643.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -536652.437500 Penalty: 2807.693604 Iteration 21Q: 3 clusters Score -536652.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -536660.312500 Penalty: 2807.693604 Iteration 22Q: 3 clusters Score -536660.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -536665.687500 Penalty: 2807.693604 Iteration 23Q: 3 clusters Score -536665.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -536670.312500 Penalty: 2807.693604 Iteration 24Q: 3 clusters Score -536670.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -536676.000000 Penalty: 2807.693604 Iteration 25Q: 3 clusters Score -536676 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -536682.437500 Penalty: 2807.693604 Iteration 26Q: 3 clusters Score -536682.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -536688.625000 Penalty: 2807.693604 Iteration 27Q: 3 clusters Score -536688.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -536696.000000 Penalty: 2807.693604 Iteration 28Q: 3 clusters Score -536696 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -536705.312500 Penalty: 2807.693604 Iteration 29Q: 3 clusters Score -536705.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -536718.875000 Penalty: 2807.693604 Iteration 30Q: 3 clusters Score -536718.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -536732.750000 Penalty: 2807.693604 Iteration 31Q: 3 clusters Score -536732.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -536743.312500 Penalty: 2807.693604 Iteration 32Q: 3 clusters Score -536743.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -536752.250000 Penalty: 2807.693604 Iteration 33Q: 3 clusters Score -536752.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -536757.687500 Penalty: 2807.693604 Iteration 34Q: 3 clusters Score -536757.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -536761.687500 Penalty: 2807.693604 Iteration 35Q: 3 clusters Score -536761.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -536765.812500 Penalty: 2807.693604 Iteration 36Q: 3 clusters Score -536765.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -536768.562500 Penalty: 2807.693604 Iteration 37Q: 3 clusters Score -536768.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -536772.875000 Penalty: 2807.693604 Iteration 38Q: 3 clusters Score -536772.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -536773.812500 Penalty: 2807.693604 Iteration 39Q: 3 clusters Score -536773.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -536775.687500 Penalty: 2807.693604 Iteration 40F: 3 clusters Score -536775.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -536775.875000 Penalty: 2807.693604 Iteration 41Q: 3 clusters Score -536775.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -536777.125000 Penalty: 2807.693604 Iteration 42Q: 3 clusters Score -536777.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -536778.000000 Penalty: 2807.693604 Iteration 43Q: 3 clusters Score -536778 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -536780.500000 Penalty: 2807.693604 Iteration 44Q: 3 clusters Score -536780.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -536780.875000 Penalty: 2807.693604 Iteration 45Q: 3 clusters Score -536780.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -536782.000000 Penalty: 2807.693604 Iteration 46Q: 3 clusters Score -536782 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -536782.812500 Penalty: 2807.693604 Iteration 47Q: 3 clusters Score -536782.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -536783.000000 Penalty: 2807.693604 Iteration 48Q: 3 clusters Score -536783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -536784.125000 Penalty: 2807.693604 Iteration 49Q: 3 clusters Score -536784.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -536784.812500 Penalty: 2807.693604 Iteration 50Q: 3 clusters Score -536784.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -536786.562500 Penalty: 2807.693604 Iteration 51Q: 3 clusters Score -536786.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -536787.562500 Penalty: 2807.693604 Iteration 52Q: 3 clusters Score -536787.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -536790.875000 Penalty: 2807.693604 Iteration 53Q: 3 clusters Score -536790.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -536794.437500 Penalty: 2807.693604 Iteration 54Q: 3 clusters Score -536794.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -536798.125000 Penalty: 2807.693604 Iteration 55Q: 3 clusters Score -536798.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -536800.625000 Penalty: 2807.693604 Iteration 56Q: 3 clusters Score -536800.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -536805.500000 Penalty: 2807.693604 Iteration 57Q: 3 clusters Score -536805.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -536810.187500 Penalty: 2807.693604 Iteration 58Q: 3 clusters Score -536810.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -536813.750000 Penalty: 2807.693604 Iteration 59Q: 3 clusters Score -536813.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -536816.062500 Penalty: 2807.693604 Iteration 60F: 3 clusters Score -536816.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -536821.750000 Penalty: 2807.693604 Iteration 61Q: 3 clusters Score -536821.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -536825.562500 Penalty: 2807.693604 Iteration 62Q: 3 clusters Score -536825.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -536829.125000 Penalty: 2807.693604 Iteration 63Q: 3 clusters Score -536829.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -536832.687500 Penalty: 2807.693604 Iteration 64Q: 3 clusters Score -536832.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -536836.062500 Penalty: 2807.693604 Iteration 65Q: 3 clusters Score -536836.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -536838.812500 Penalty: 2807.693604 Iteration 66Q: 3 clusters Score -536838.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -536841.187500 Penalty: 2807.693604 Iteration 67Q: 3 clusters Score -536841.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -536845.562500 Penalty: 2807.693604 Iteration 68Q: 3 clusters Score -536845.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -536849.562500 Penalty: 2807.693604 Iteration 69Q: 3 clusters Score -536849.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -536853.062500 Penalty: 2807.693604 Iteration 70Q: 3 clusters Score -536853.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -536860.875000 Penalty: 2807.693604 Iteration 71Q: 3 clusters Score -536860.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -536869.562500 Penalty: 2807.693604 Iteration 72Q: 3 clusters Score -536869.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -536875.125000 Penalty: 2807.693604 Iteration 73Q: 3 clusters Score -536875.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -536886.375000 Penalty: 2807.693604 Iteration 74Q: 3 clusters Score -536886.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -536899.000000 Penalty: 2807.693604 Iteration 75Q: 3 clusters Score -536899 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -536910.875000 Penalty: 2807.693604 Iteration 76Q: 3 clusters Score -536910.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -536924.062500 Penalty: 2807.693604 Iteration 77Q: 3 clusters Score -536924.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -536932.375000 Penalty: 2807.693604 Iteration 78Q: 3 clusters Score -536932.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -536938.812500 Penalty: 2807.693604 Iteration 79Q: 3 clusters Score -536938.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -536943.375000 Penalty: 2807.693604 Iteration 80F: 3 clusters Score -536943.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -536948.062500 Penalty: 2807.693604 Iteration 81Q: 3 clusters Score -536948.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -536953.937500 Penalty: 2807.693604 Iteration 82Q: 3 clusters Score -536953.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -536958.687500 Penalty: 2807.693604 Iteration 83Q: 3 clusters Score -536958.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -536962.000000 Penalty: 2807.693604 Iteration 84Q: 3 clusters Score -536962 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -536966.125000 Penalty: 2807.693604 Iteration 85Q: 3 clusters Score -536966.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -536968.312500 Penalty: 2807.693604 Iteration 86Q: 3 clusters Score -536968.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -536969.000000 Penalty: 2807.693604 Iteration 87Q: 3 clusters Score -536969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -536970.687500 Penalty: 2807.693604 Iteration 88Q: 3 clusters Score -536970.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -536971.812500 Penalty: 2807.693604 Iteration 89Q: 3 clusters Score -536971.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -536971.937500 Penalty: 2807.693604 Iteration 90Q: 3 clusters Score -536971.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -536972.500000 Penalty: 2807.693604 Iteration 91Q: 3 clusters Score -536972.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -536972.500000 Penalty: 2807.693604 Iteration 92F: 3 clusters Score -536972.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (2854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Entering Unmasked Estep Score: -279553.968750 Penalty: 1292.927490 Iteration 0F: 2 clusters Score -279554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -276923.343750 Penalty: 2585.854980 Iteration 0F: 3 clusters Score -276923.3 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -277548.156250 Penalty: 2585.854980 Iteration 1F: 3 clusters Score -277548.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -277702.437500 Penalty: 2585.854980 Iteration 2F: 3 clusters Score -277702.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -277789.625000 Penalty: 2585.854980 Iteration 3Q: 3 clusters Score -277789.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -277852.718750 Penalty: 2585.854980 Iteration 4Q: 3 clusters Score -277852.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -277909.906250 Penalty: 2585.854980 Iteration 5Q: 3 clusters Score -277909.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -277961.812500 Penalty: 2585.854980 Iteration 6Q: 3 clusters Score -277961.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -278016.031250 Penalty: 2585.854980 Iteration 7Q: 3 clusters Score -278016 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -278070.406250 Penalty: 2585.854980 Iteration 8Q: 3 clusters Score -278070.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -278112.406250 Penalty: 2585.854980 Iteration 9Q: 3 clusters Score -278112.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -278155.906250 Penalty: 2585.854980 Iteration 10Q: 3 clusters Score -278155.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -278191.343750 Penalty: 2585.854980 Iteration 11Q: 3 clusters Score -278191.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -278218.718750 Penalty: 2585.854980 Iteration 12Q: 3 clusters Score -278218.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -278240.250000 Penalty: 2585.854980 Iteration 13Q: 3 clusters Score -278240.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -278258.968750 Penalty: 2585.854980 Iteration 14Q: 3 clusters Score -278259 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -278271.718750 Penalty: 2585.854980 Iteration 15Q: 3 clusters Score -278271.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -278281.312500 Penalty: 2585.854980 Iteration 16Q: 3 clusters Score -278281.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -278290.281250 Penalty: 2585.854980 Iteration 17Q: 3 clusters Score -278290.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -278301.812500 Penalty: 2585.854980 Iteration 18Q: 3 clusters Score -278301.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -278312.593750 Penalty: 2585.854980 Iteration 19Q: 3 clusters Score -278312.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -278316.687500 Penalty: 2585.854980 Iteration 20F: 3 clusters Score -278316.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -278318.093750 Penalty: 2585.854980 Iteration 21Q: 3 clusters Score -278318.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -278319.750000 Penalty: 2585.854980 Iteration 22Q: 3 clusters Score -278319.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -278321.562500 Penalty: 2585.854980 Iteration 23Q: 3 clusters Score -278321.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -278323.187500 Penalty: 2585.854980 Iteration 24Q: 3 clusters Score -278323.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -278327.812500 Penalty: 2585.854980 Iteration 25Q: 3 clusters Score -278327.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -278331.093750 Penalty: 2585.854980 Iteration 26Q: 3 clusters Score -278331.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -278332.187500 Penalty: 2585.854980 Iteration 27Q: 3 clusters Score -278332.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -278333.156250 Penalty: 2585.854980 Iteration 28Q: 3 clusters Score -278333.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -278334.000000 Penalty: 2585.854980 Iteration 29Q: 3 clusters Score -278334 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -278335.312500 Penalty: 2585.854980 Iteration 30Q: 3 clusters Score -278335.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -278339.187500 Penalty: 2585.854980 Iteration 31Q: 3 clusters Score -278339.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -278340.125000 Penalty: 2585.854980 Iteration 32Q: 3 clusters Score -278340.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -278341.031250 Penalty: 2585.854980 Iteration 33Q: 3 clusters Score -278341 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -278344.968750 Penalty: 2585.854980 Iteration 34Q: 3 clusters Score -278345 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -278349.062500 Penalty: 2585.854980 Iteration 35Q: 3 clusters Score -278349.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -278353.468750 Penalty: 2585.854980 Iteration 36Q: 3 clusters Score -278353.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -278359.343750 Penalty: 2585.854980 Iteration 37Q: 3 clusters Score -278359.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -278361.531250 Penalty: 2585.854980 Iteration 38Q: 3 clusters Score -278361.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -278363.437500 Penalty: 2585.854980 Iteration 39Q: 3 clusters Score -278363.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -278365.281250 Penalty: 2585.854980 Iteration 40F: 3 clusters Score -278365.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -278368.218750 Penalty: 2585.854980 Iteration 41Q: 3 clusters Score -278368.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -278369.656250 Penalty: 2585.854980 Iteration 42Q: 3 clusters Score -278369.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -278370.656250 Penalty: 2585.854980 Iteration 43Q: 3 clusters Score -278370.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -278371.375000 Penalty: 2585.854980 Iteration 44Q: 3 clusters Score -278371.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -278371.406250 Penalty: 2585.854980 Iteration 45Q: 3 clusters Score -278371.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -278371.406250 Penalty: 2585.854980 Iteration 46F: 3 clusters Score -278371.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Entering Unmasked Estep Score: -111241.054688 Penalty: 1164.015503 Iteration 0F: 2 clusters Score -111241.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -109633.109375 Penalty: 2328.031006 Iteration 0F: 3 clusters Score -109633.1 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -109986.945312 Penalty: 2328.031006 Iteration 1F: 3 clusters Score -109986.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -110074.023438 Penalty: 2328.031006 Iteration 2F: 3 clusters Score -110074 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -110144.421875 Penalty: 2328.031006 Iteration 3F: 3 clusters Score -110144.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -110204.218750 Penalty: 2328.031006 Iteration 4Q: 3 clusters Score -110204.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -110253.312500 Penalty: 2328.031006 Iteration 5Q: 3 clusters Score -110253.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -110301.335938 Penalty: 2328.031006 Iteration 6Q: 3 clusters Score -110301.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -110343.976562 Penalty: 2328.031006 Iteration 7Q: 3 clusters Score -110344 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -110375.843750 Penalty: 2328.031006 Iteration 8Q: 3 clusters Score -110375.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -110403.890625 Penalty: 2328.031006 Iteration 9Q: 3 clusters Score -110403.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -110420.882812 Penalty: 2328.031006 Iteration 10Q: 3 clusters Score -110420.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -110449.960938 Penalty: 2328.031006 Iteration 11Q: 3 clusters Score -110450 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -110476.554688 Penalty: 2328.031006 Iteration 12Q: 3 clusters Score -110476.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -110499.484375 Penalty: 2328.031006 Iteration 13Q: 3 clusters Score -110499.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -110507.710938 Penalty: 2328.031006 Iteration 14Q: 3 clusters Score -110507.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -110508.351562 Penalty: 2328.031006 Iteration 15Q: 3 clusters Score -110508.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -110509.773438 Penalty: 2328.031006 Iteration 16Q: 3 clusters Score -110509.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -110511.617188 Penalty: 2328.031006 Iteration 17Q: 3 clusters Score -110511.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -110512.281250 Penalty: 2328.031006 Iteration 18Q: 3 clusters Score -110512.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -110513.664062 Penalty: 2328.031006 Iteration 19Q: 3 clusters Score -110513.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -110514.148438 Penalty: 2328.031006 Iteration 20F: 3 clusters Score -110514.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -110514.343750 Penalty: 2328.031006 Iteration 21Q: 3 clusters Score -110514.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -110514.343750 Penalty: 2328.031006 Iteration 22F: 3 clusters Score -110514.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -49315.515625 Penalty: 1016.559387 Iteration 0F: 2 clusters Score -49315.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -48203.195312 Penalty: 2033.118774 Iteration 0F: 3 clusters Score -48203.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48359.332031 Penalty: 2033.118774 Iteration 1F: 3 clusters Score -48359.33 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -48409.226562 Penalty: 2033.118774 Iteration 2F: 3 clusters Score -48409.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -48426.664062 Penalty: 2033.118774 Iteration 3Q: 3 clusters Score -48426.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48435.140625 Penalty: 2033.118774 Iteration 4Q: 3 clusters Score -48435.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -48437.566406 Penalty: 2033.118774 Iteration 5Q: 3 clusters Score -48437.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -48438.621094 Penalty: 2033.118774 Iteration 6Q: 3 clusters Score -48438.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48440.339844 Penalty: 2033.118774 Iteration 7Q: 3 clusters Score -48440.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -48442.375000 Penalty: 2033.118774 Iteration 8Q: 3 clusters Score -48442.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48444.113281 Penalty: 2033.118774 Iteration 9Q: 3 clusters Score -48444.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -48446.441406 Penalty: 2033.118774 Iteration 10Q: 3 clusters Score -48446.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -48447.906250 Penalty: 2033.118774 Iteration 11Q: 3 clusters Score -48447.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -48447.906250 Penalty: 2033.118774 Iteration 12F: 3 clusters Score -48447.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (1130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Entering Unmasked Estep Score: -108570.179688 Penalty: 1142.370605 Iteration 0F: 2 clusters Score -108570.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -107058.164062 Penalty: 2284.741211 Iteration 0F: 3 clusters Score -107058.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -107357.070312 Penalty: 2284.741211 Iteration 1F: 3 clusters Score -107357.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -107449.148438 Penalty: 2284.741211 Iteration 2F: 3 clusters Score -107449.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -107508.546875 Penalty: 2284.741211 Iteration 3Q: 3 clusters Score -107508.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -107560.320312 Penalty: 2284.741211 Iteration 4Q: 3 clusters Score -107560.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -107588.796875 Penalty: 2284.741211 Iteration 5Q: 3 clusters Score -107588.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -107600.843750 Penalty: 2284.741211 Iteration 6Q: 3 clusters Score -107600.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -107609.414062 Penalty: 2284.741211 Iteration 7Q: 3 clusters Score -107609.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -107624.789062 Penalty: 2284.741211 Iteration 8Q: 3 clusters Score -107624.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -107633.531250 Penalty: 2284.741211 Iteration 9Q: 3 clusters Score -107633.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -107641.515625 Penalty: 2284.741211 Iteration 10Q: 3 clusters Score -107641.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -107648.679688 Penalty: 2284.741211 Iteration 11Q: 3 clusters Score -107648.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -107655.101562 Penalty: 2284.741211 Iteration 12Q: 3 clusters Score -107655.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -107661.453125 Penalty: 2284.741211 Iteration 13Q: 3 clusters Score -107661.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -107669.406250 Penalty: 2284.741211 Iteration 14Q: 3 clusters Score -107669.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -107674.773438 Penalty: 2284.741211 Iteration 15Q: 3 clusters Score -107674.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -107678.554688 Penalty: 2284.741211 Iteration 16Q: 3 clusters Score -107678.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -107680.851562 Penalty: 2284.741211 Iteration 17Q: 3 clusters Score -107680.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -107682.000000 Penalty: 2284.741211 Iteration 18Q: 3 clusters Score -107682 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -107682.992188 Penalty: 2284.741211 Iteration 19Q: 3 clusters Score -107683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -107687.039062 Penalty: 2284.741211 Iteration 20F: 3 clusters Score -107687 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -107691.593750 Penalty: 2284.741211 Iteration 21Q: 3 clusters Score -107691.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -107698.937500 Penalty: 2284.741211 Iteration 22Q: 3 clusters Score -107698.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -107704.000000 Penalty: 2284.741211 Iteration 23Q: 3 clusters Score -107704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -107705.828125 Penalty: 2284.741211 Iteration 24Q: 3 clusters Score -107705.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -107706.781250 Penalty: 2284.741211 Iteration 25Q: 3 clusters Score -107706.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -107709.367188 Penalty: 2284.741211 Iteration 26Q: 3 clusters Score -107709.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -107713.140625 Penalty: 2284.741211 Iteration 27Q: 3 clusters Score -107713.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -107715.539062 Penalty: 2284.741211 Iteration 28Q: 3 clusters Score -107715.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -107720.320312 Penalty: 2284.741211 Iteration 29Q: 3 clusters Score -107720.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -107729.250000 Penalty: 2284.741211 Iteration 30Q: 3 clusters Score -107729.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -107734.335938 Penalty: 2284.741211 Iteration 31Q: 3 clusters Score -107734.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -107738.164062 Penalty: 2284.741211 Iteration 32Q: 3 clusters Score -107738.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -107752.062500 Penalty: 2284.741211 Iteration 33Q: 3 clusters Score -107752.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -107761.023438 Penalty: 2284.741211 Iteration 34Q: 3 clusters Score -107761 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -107764.820312 Penalty: 2284.741211 Iteration 35Q: 3 clusters Score -107764.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -107771.875000 Penalty: 2284.741211 Iteration 36Q: 3 clusters Score -107771.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -107776.179688 Penalty: 2284.741211 Iteration 37Q: 3 clusters Score -107776.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -107780.828125 Penalty: 2284.741211 Iteration 38Q: 3 clusters Score -107780.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -107782.867188 Penalty: 2284.741211 Iteration 39Q: 3 clusters Score -107782.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -107783.664062 Penalty: 2284.741211 Iteration 40F: 3 clusters Score -107783.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -107788.578125 Penalty: 2284.741211 Iteration 41Q: 3 clusters Score -107788.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -107793.390625 Penalty: 2284.741211 Iteration 42Q: 3 clusters Score -107793.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -107796.671875 Penalty: 2284.741211 Iteration 43Q: 3 clusters Score -107796.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -107799.289062 Penalty: 2284.741211 Iteration 44Q: 3 clusters Score -107799.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -107800.062500 Penalty: 2284.741211 Iteration 45Q: 3 clusters Score -107800.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -107800.531250 Penalty: 2284.741211 Iteration 46Q: 3 clusters Score -107800.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -107800.531250 Penalty: 2284.741211 Iteration 47F: 3 clusters Score -107800.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -32915.218750 Penalty: 981.541382 Iteration 0F: 2 clusters Score -32915.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -31919.105469 Penalty: 1963.082764 Iteration 0F: 3 clusters Score -31919.11 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -32132.576172 Penalty: 1963.082764 Iteration 1F: 3 clusters Score -32132.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -32181.298828 Penalty: 1963.082764 Iteration 2F: 3 clusters Score -32181.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -32215.074219 Penalty: 1963.082764 Iteration 3Q: 3 clusters Score -32215.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -32244.763672 Penalty: 1963.082764 Iteration 4Q: 3 clusters Score -32244.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -32291.855469 Penalty: 1963.082764 Iteration 5Q: 3 clusters Score -32291.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -32351.632812 Penalty: 1963.082764 Iteration 6Q: 3 clusters Score -32351.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -32393.324219 Penalty: 1963.082764 Iteration 7Q: 3 clusters Score -32393.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -32424.041016 Penalty: 1963.082764 Iteration 8Q: 3 clusters Score -32424.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -32455.302734 Penalty: 1963.082764 Iteration 9Q: 3 clusters Score -32455.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -32490.869141 Penalty: 1963.082764 Iteration 10Q: 3 clusters Score -32490.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -32504.353516 Penalty: 1963.082764 Iteration 11Q: 3 clusters Score -32504.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -32508.951172 Penalty: 1963.082764 Iteration 12Q: 3 clusters Score -32508.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -32510.082031 Penalty: 1963.082764 Iteration 13Q: 3 clusters Score -32510.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -32513.197266 Penalty: 1963.082764 Iteration 14Q: 3 clusters Score -32513.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -32519.871094 Penalty: 1963.082764 Iteration 15Q: 3 clusters Score -32519.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -32523.500000 Penalty: 1963.082764 Iteration 16Q: 3 clusters Score -32523.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -32523.500000 Penalty: 1963.082764 Iteration 17F: 3 clusters Score -32523.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (8038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Entering Unmasked Estep Score: -798717.187500 Penalty: 1461.189575 Iteration 0F: 2 clusters Score -798717.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -792858.562500 Penalty: 2922.379150 Iteration 0F: 3 clusters Score -792858.6 nChanged 3397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -794689.812500 Penalty: 2922.379150 Iteration 1F: 3 clusters Score -794689.8 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -794902.125000 Penalty: 2922.379150 Iteration 2F: 3 clusters Score -794902.1 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -795056.437500 Penalty: 2922.379150 Iteration 3Q: 3 clusters Score -795056.4 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -795175.875000 Penalty: 2922.379150 Iteration 4Q: 3 clusters Score -795175.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -795299.062500 Penalty: 2922.379150 Iteration 5Q: 3 clusters Score -795299.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -795452.687500 Penalty: 2922.379150 Iteration 6Q: 3 clusters Score -795452.7 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -795646.750000 Penalty: 2922.379150 Iteration 7Q: 3 clusters Score -795646.8 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -795876.000000 Penalty: 2922.379150 Iteration 8Q: 3 clusters Score -795876 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -796164.875000 Penalty: 2922.379150 Iteration 9Q: 3 clusters Score -796164.9 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -796483.500000 Penalty: 2922.379150 Iteration 10Q: 3 clusters Score -796483.5 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -796819.812500 Penalty: 2922.379150 Iteration 11Q: 3 clusters Score -796819.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -797053.687500 Penalty: 2922.379150 Iteration 12Q: 3 clusters Score -797053.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -797216.812500 Penalty: 2922.379150 Iteration 13Q: 3 clusters Score -797216.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -797324.125000 Penalty: 2922.379150 Iteration 14Q: 3 clusters Score -797324.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -797383.687500 Penalty: 2922.379150 Iteration 15Q: 3 clusters Score -797383.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -797431.500000 Penalty: 2922.379150 Iteration 16Q: 3 clusters Score -797431.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -797449.000000 Penalty: 2922.379150 Iteration 17Q: 3 clusters Score -797449 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -797461.000000 Penalty: 2922.379150 Iteration 18Q: 3 clusters Score -797461 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -797471.625000 Penalty: 2922.379150 Iteration 19Q: 3 clusters Score -797471.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -797475.187500 Penalty: 2922.379150 Iteration 20F: 3 clusters Score -797475.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -797479.875000 Penalty: 2922.379150 Iteration 21Q: 3 clusters Score -797479.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -797482.312500 Penalty: 2922.379150 Iteration 22Q: 3 clusters Score -797482.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -797490.625000 Penalty: 2922.379150 Iteration 23Q: 3 clusters Score -797490.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -797490.625000 Penalty: 2922.379150 Iteration 24F: 3 clusters Score -797490.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Entering Unmasked Estep Score: -127968.867188 Penalty: 1167.502197 Iteration 0F: 2 clusters Score -127968.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -126306.382812 Penalty: 2335.004395 Iteration 0F: 3 clusters Score -126306.4 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -126666.101562 Penalty: 2335.004395 Iteration 1F: 3 clusters Score -126666.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -126769.875000 Penalty: 2335.004395 Iteration 2F: 3 clusters Score -126769.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -126838.906250 Penalty: 2335.004395 Iteration 3F: 3 clusters Score -126838.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -126875.093750 Penalty: 2335.004395 Iteration 4Q: 3 clusters Score -126875.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -126904.742188 Penalty: 2335.004395 Iteration 5Q: 3 clusters Score -126904.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -126926.984375 Penalty: 2335.004395 Iteration 6Q: 3 clusters Score -126927 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -126943.117188 Penalty: 2335.004395 Iteration 7Q: 3 clusters Score -126943.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -126953.320312 Penalty: 2335.004395 Iteration 8Q: 3 clusters Score -126953.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -126962.476562 Penalty: 2335.004395 Iteration 9Q: 3 clusters Score -126962.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -126967.328125 Penalty: 2335.004395 Iteration 10Q: 3 clusters Score -126967.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -126972.031250 Penalty: 2335.004395 Iteration 11Q: 3 clusters Score -126972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -126976.617188 Penalty: 2335.004395 Iteration 12Q: 3 clusters Score -126976.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -126983.562500 Penalty: 2335.004395 Iteration 13Q: 3 clusters Score -126983.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -126991.195312 Penalty: 2335.004395 Iteration 14Q: 3 clusters Score -126991.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -126994.851562 Penalty: 2335.004395 Iteration 15Q: 3 clusters Score -126994.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -126996.179688 Penalty: 2335.004395 Iteration 16Q: 3 clusters Score -126996.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -126997.421875 Penalty: 2335.004395 Iteration 17Q: 3 clusters Score -126997.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -126997.421875 Penalty: 2335.004395 Iteration 18F: 3 clusters Score -126997.4 nChanged 0 --- Evaluating fit on full set of 263147 points --- Entering Unmasked Estep Score: -24589752.000000 Penalty: 68954.585938 24->35 Clusters: Score -24589752.000000, best is -24635924.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 87715 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3634 members Mstep: Class 3 contains 3629 members Mstep: Class 4 contains 3576 members Mstep: Class 5 contains 3671 members Mstep: Class 6 contains 3569 members Mstep: Class 7 contains 3658 members Mstep: Class 8 contains 3637 members Mstep: Class 9 contains 3657 members Mstep: Class 10 contains 3685 members Mstep: Class 11 contains 3563 members Mstep: Class 12 contains 3751 members Mstep: Class 13 contains 3813 members Mstep: Class 14 contains 3615 members Mstep: Class 15 contains 3632 members Mstep: Class 16 contains 3676 members Mstep: Class 17 contains 3680 members Mstep: Class 18 contains 3644 members Mstep: Class 19 contains 3720 members Mstep: Class 20 contains 3526 members Mstep: Class 21 contains 3674 members Mstep: Class 22 contains 3602 members Mstep: Class 23 contains 3688 members Mstep: Class 24 contains 3703 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 87.433151 but Gain 1849.550781 Score: -7265458.500000 Penalty: 42539.656250 Iteration 0F: 24 clusters Score -7265458 nChanged 83148 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2022 members Mstep: Class 3 contains 5803 members Mstep: Class 4 contains 8231 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 5231 members Mstep: Class 7 contains 2333 members Mstep: Class 8 contains 7471 members Mstep: Class 9 contains 844 members Mstep: Class 10 contains 918 members Mstep: Class 11 contains 457 members Mstep: Class 12 contains 1839 members Mstep: Class 14 contains 599 members Mstep: Class 15 contains 13534 members Mstep: Class 16 contains 1741 members Mstep: Class 17 contains 2902 members Mstep: Class 18 contains 14575 members Mstep: Class 19 contains 4626 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 1853 members Mstep: Class 22 contains 2161 members Mstep: Class 23 contains 1269 members Mstep: Class 24 contains 5244 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 592.502991 but Gain 1849.546875 Score: -7760093.500000 Penalty: 40690.109375 Iteration 1F: 23 clusters Score -7760094 nChanged 41186 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1672 members Mstep: Class 3 contains 2830 members Mstep: Class 4 contains 7263 members Mstep: Class 5 contains 413 members Mstep: Class 6 contains 3772 members Mstep: Class 7 contains 2042 members Mstep: Class 8 contains 3391 members Mstep: Class 9 contains 1801 members Mstep: Class 10 contains 1281 members Mstep: Class 12 contains 1819 members Mstep: Class 14 contains 698 members Mstep: Class 15 contains 12305 members Mstep: Class 16 contains 1974 members Mstep: Class 17 contains 4165 members Mstep: Class 18 contains 15301 members Mstep: Class 19 contains 2370 members Mstep: Class 20 contains 2538 members Mstep: Class 21 contains 3022 members Mstep: Class 22 contains 2750 members Mstep: Class 23 contains 670 members Mstep: Class 24 contains 14021 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 504.536591 but Gain 1849.550781 Score: -7957978.500000 Penalty: 38840.558594 Iteration 2F: 22 clusters Score -7957978 nChanged 22573 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2619 members Mstep: Class 3 contains 1678 members Mstep: Class 4 contains 7713 members Mstep: Class 5 contains 334 members Mstep: Class 6 contains 2206 members Mstep: Class 7 contains 2022 members Mstep: Class 8 contains 1878 members Mstep: Class 9 contains 2791 members Mstep: Class 10 contains 1624 members Mstep: Class 12 contains 1685 members Mstep: Class 14 contains 641 members Mstep: Class 15 contains 11253 members Mstep: Class 16 contains 2298 members Mstep: Class 17 contains 4501 members Mstep: Class 18 contains 15597 members Mstep: Class 19 contains 733 members Mstep: Class 20 contains 2902 members Mstep: Class 21 contains 4429 members Mstep: Class 22 contains 2015 members Mstep: Class 24 contains 17568 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1042.218262 but Gain 1849.550781 Score: -8031172.000000 Penalty: 36991.007812 Iteration 3F: 21 clusters Score -8031172 nChanged 12342 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3263 members Mstep: Class 3 contains 2063 members Mstep: Class 4 contains 8485 members Mstep: Class 5 contains 325 members Mstep: Class 6 contains 1507 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 1221 members Mstep: Class 9 contains 2856 members Mstep: Class 10 contains 1814 members Mstep: Class 12 contains 1628 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 11777 members Mstep: Class 16 contains 2572 members Mstep: Class 17 contains 4788 members Mstep: Class 18 contains 14038 members Mstep: Class 20 contains 3102 members Mstep: Class 21 contains 5718 members Mstep: Class 22 contains 1659 members Mstep: Class 24 contains 17308 members Entering Unmasked Estep ConsiderDeletion Score: -8058504.000000 Penalty: 36991.007812 Iteration 4F: 21 clusters Score -8058504 nChanged 8228 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3539 members Mstep: Class 3 contains 2730 members Mstep: Class 4 contains 9203 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 1332 members Mstep: Class 7 contains 1744 members Mstep: Class 8 contains 922 members Mstep: Class 9 contains 2604 members Mstep: Class 10 contains 1802 members Mstep: Class 12 contains 1630 members Mstep: Class 14 contains 719 members Mstep: Class 15 contains 12197 members Mstep: Class 16 contains 2668 members Mstep: Class 17 contains 4784 members Mstep: Class 18 contains 12337 members Mstep: Class 20 contains 3268 members Mstep: Class 21 contains 6862 members Mstep: Class 22 contains 1713 members Mstep: Class 24 contains 16223 members Entering Unmasked Estep ConsiderDeletion Score: -8076580.000000 Penalty: 36991.007812 Iteration 5F: 21 clusters Score -8076580 nChanged 6678 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 3683 members Mstep: Class 3 contains 3609 members Mstep: Class 4 contains 9265 members Mstep: Class 5 contains 510 members Mstep: Class 6 contains 1279 members Mstep: Class 7 contains 1691 members Mstep: Class 8 contains 729 members Mstep: Class 9 contains 2376 members Mstep: Class 10 contains 1823 members Mstep: Class 12 contains 1664 members Mstep: Class 14 contains 788 members Mstep: Class 15 contains 13020 members Mstep: Class 16 contains 2632 members Mstep: Class 17 contains 4764 members Mstep: Class 18 contains 10806 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 7932 members Mstep: Class 22 contains 1816 members Mstep: Class 24 contains 14995 members Entering Unmasked Estep ConsiderDeletion Score: -8091126.500000 Penalty: 36991.007812 Iteration 6F: 21 clusters Score -8091126 nChanged 5168 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 3741 members Mstep: Class 3 contains 4273 members Mstep: Class 4 contains 8750 members Mstep: Class 5 contains 638 members Mstep: Class 6 contains 1273 members Mstep: Class 7 contains 1643 members Mstep: Class 8 contains 629 members Mstep: Class 9 contains 2261 members Mstep: Class 10 contains 1902 members Mstep: Class 12 contains 1687 members Mstep: Class 14 contains 846 members Mstep: Class 15 contains 13938 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 4746 members Mstep: Class 18 contains 9875 members Mstep: Class 20 contains 3162 members Mstep: Class 21 contains 8963 members Mstep: Class 22 contains 1877 members Mstep: Class 24 contains 13946 members Entering Unmasked Estep ConsiderDeletion Score: -8101086.500000 Penalty: 36991.007812 Iteration 7F: 21 clusters Score -8101086 nChanged 4078 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 3755 members Mstep: Class 3 contains 4647 members Mstep: Class 4 contains 7889 members Mstep: Class 5 contains 714 members Mstep: Class 6 contains 1326 members Mstep: Class 7 contains 1577 members Mstep: Class 8 contains 627 members Mstep: Class 9 contains 2209 members Mstep: Class 10 contains 2017 members Mstep: Class 12 contains 1702 members Mstep: Class 14 contains 921 members Mstep: Class 15 contains 14873 members Mstep: Class 16 contains 2396 members Mstep: Class 17 contains 4730 members Mstep: Class 18 contains 9451 members Mstep: Class 20 contains 3002 members Mstep: Class 21 contains 9946 members Mstep: Class 22 contains 1875 members Mstep: Class 24 contains 13010 members Entering Unmasked Estep ConsiderDeletion Score: -8107761.000000 Penalty: 36991.007812 Iteration 8Q: 21 clusters Score -8107761 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 3755 members Mstep: Class 3 contains 4843 members Mstep: Class 4 contains 6847 members Mstep: Class 5 contains 792 members Mstep: Class 6 contains 1407 members Mstep: Class 7 contains 1519 members Mstep: Class 8 contains 689 members Mstep: Class 9 contains 2204 members Mstep: Class 10 contains 2142 members Mstep: Class 12 contains 1704 members Mstep: Class 14 contains 1009 members Mstep: Class 15 contains 15864 members Mstep: Class 16 contains 2266 members Mstep: Class 17 contains 4709 members Mstep: Class 18 contains 9253 members Mstep: Class 20 contains 2835 members Mstep: Class 21 contains 10787 members Mstep: Class 22 contains 1831 members Mstep: Class 24 contains 12230 members Entering Unmasked Estep ConsiderDeletion Score: -8113426.000000 Penalty: 36991.007812 Iteration 9Q: 21 clusters Score -8113426 nChanged 2926 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3735 members Mstep: Class 3 contains 5038 members Mstep: Class 4 contains 5747 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 1434 members Mstep: Class 7 contains 1458 members Mstep: Class 8 contains 775 members Mstep: Class 9 contains 2259 members Mstep: Class 10 contains 2237 members Mstep: Class 12 contains 1708 members Mstep: Class 14 contains 1072 members Mstep: Class 15 contains 16946 members Mstep: Class 16 contains 2179 members Mstep: Class 17 contains 4690 members Mstep: Class 18 contains 9125 members Mstep: Class 20 contains 2678 members Mstep: Class 21 contains 11377 members Mstep: Class 22 contains 1784 members Mstep: Class 24 contains 11630 members Entering Unmasked Estep ConsiderDeletion Score: -8118454.500000 Penalty: 36991.007812 Iteration 10Q: 21 clusters Score -8118454 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3726 members Mstep: Class 3 contains 5182 members Mstep: Class 4 contains 4698 members Mstep: Class 5 contains 825 members Mstep: Class 6 contains 1460 members Mstep: Class 7 contains 1408 members Mstep: Class 8 contains 832 members Mstep: Class 9 contains 2317 members Mstep: Class 10 contains 2291 members Mstep: Class 12 contains 1717 members Mstep: Class 14 contains 1137 members Mstep: Class 15 contains 17990 members Mstep: Class 16 contains 2107 members Mstep: Class 17 contains 4673 members Mstep: Class 18 contains 9056 members Mstep: Class 20 contains 2566 members Mstep: Class 21 contains 11679 members Mstep: Class 22 contains 1756 members Mstep: Class 24 contains 11283 members Entering Unmasked Estep ConsiderDeletion Score: -8122145.000000 Penalty: 36991.007812 Iteration 11Q: 21 clusters Score -8122145 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 3689 members Mstep: Class 3 contains 5301 members Mstep: Class 4 contains 3838 members Mstep: Class 5 contains 830 members Mstep: Class 6 contains 1474 members Mstep: Class 7 contains 1387 members Mstep: Class 8 contains 879 members Mstep: Class 9 contains 2399 members Mstep: Class 10 contains 2334 members Mstep: Class 12 contains 1722 members Mstep: Class 14 contains 1189 members Mstep: Class 15 contains 18852 members Mstep: Class 16 contains 2039 members Mstep: Class 17 contains 4661 members Mstep: Class 18 contains 9018 members Mstep: Class 20 contains 2467 members Mstep: Class 21 contains 11809 members Mstep: Class 22 contains 1737 members Mstep: Class 24 contains 11109 members Entering Unmasked Estep ConsiderDeletion Score: -8124216.000000 Penalty: 36991.007812 Iteration 12Q: 21 clusters Score -8124216 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 3634 members Mstep: Class 3 contains 5404 members Mstep: Class 4 contains 3166 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 1485 members Mstep: Class 7 contains 1382 members Mstep: Class 8 contains 944 members Mstep: Class 9 contains 2494 members Mstep: Class 10 contains 2356 members Mstep: Class 12 contains 1719 members Mstep: Class 14 contains 1222 members Mstep: Class 15 contains 19522 members Mstep: Class 16 contains 2003 members Mstep: Class 17 contains 4646 members Mstep: Class 18 contains 9002 members Mstep: Class 20 contains 2373 members Mstep: Class 21 contains 11880 members Mstep: Class 22 contains 1703 members Mstep: Class 24 contains 10999 members Entering Unmasked Estep ConsiderDeletion Score: -8125734.500000 Penalty: 36991.007812 Iteration 13Q: 21 clusters Score -8125734 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 3596 members Mstep: Class 3 contains 5493 members Mstep: Class 4 contains 2563 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 1478 members Mstep: Class 7 contains 1378 members Mstep: Class 8 contains 981 members Mstep: Class 9 contains 2582 members Mstep: Class 10 contains 2345 members Mstep: Class 12 contains 1713 members Mstep: Class 14 contains 1253 members Mstep: Class 15 contains 20131 members Mstep: Class 16 contains 1981 members Mstep: Class 17 contains 4640 members Mstep: Class 18 contains 8996 members Mstep: Class 20 contains 2293 members Mstep: Class 21 contains 11925 members Mstep: Class 22 contains 1680 members Mstep: Class 24 contains 10935 members Entering Unmasked Estep ConsiderDeletion Score: -8127333.500000 Penalty: 36991.007812 Iteration 14Q: 21 clusters Score -8127334 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 3519 members Mstep: Class 3 contains 5566 members Mstep: Class 4 contains 2029 members Mstep: Class 5 contains 821 members Mstep: Class 6 contains 1455 members Mstep: Class 7 contains 1371 members Mstep: Class 8 contains 1008 members Mstep: Class 9 contains 2688 members Mstep: Class 10 contains 2320 members Mstep: Class 12 contains 1707 members Mstep: Class 14 contains 1273 members Mstep: Class 15 contains 20676 members Mstep: Class 16 contains 1960 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8991 members Mstep: Class 20 contains 2223 members Mstep: Class 21 contains 11952 members Mstep: Class 22 contains 1721 members Mstep: Class 24 contains 10885 members Entering Unmasked Estep ConsiderDeletion Score: -8128141.000000 Penalty: 36991.007812 Iteration 15Q: 21 clusters Score -8128141 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3422 members Mstep: Class 3 contains 5634 members Mstep: Class 4 contains 1574 members Mstep: Class 5 contains 814 members Mstep: Class 6 contains 1452 members Mstep: Class 7 contains 1371 members Mstep: Class 8 contains 1040 members Mstep: Class 9 contains 2810 members Mstep: Class 10 contains 2304 members Mstep: Class 12 contains 1696 members Mstep: Class 14 contains 1299 members Mstep: Class 15 contains 21133 members Mstep: Class 16 contains 1947 members Mstep: Class 17 contains 4627 members Mstep: Class 18 contains 8975 members Mstep: Class 20 contains 2168 members Mstep: Class 21 contains 11960 members Mstep: Class 22 contains 1736 members Mstep: Class 24 contains 10844 members Entering Unmasked Estep ConsiderDeletion Score: -8128840.500000 Penalty: 36991.007812 Iteration 16Q: 21 clusters Score -8128840 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3308 members Mstep: Class 3 contains 5694 members Mstep: Class 4 contains 1200 members Mstep: Class 5 contains 811 members Mstep: Class 6 contains 1452 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 1060 members Mstep: Class 9 contains 2932 members Mstep: Class 10 contains 2289 members Mstep: Class 12 contains 1688 members Mstep: Class 14 contains 1330 members Mstep: Class 15 contains 21508 members Mstep: Class 16 contains 1935 members Mstep: Class 17 contains 4627 members Mstep: Class 18 contains 8967 members Mstep: Class 20 contains 2120 members Mstep: Class 21 contains 11956 members Mstep: Class 22 contains 1751 members Mstep: Class 24 contains 10816 members Entering Unmasked Estep ConsiderDeletion Score: -8129607.000000 Penalty: 36991.007812 Iteration 17Q: 21 clusters Score -8129607 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3172 members Mstep: Class 3 contains 5743 members Mstep: Class 4 contains 959 members Mstep: Class 5 contains 809 members Mstep: Class 6 contains 1452 members Mstep: Class 7 contains 1363 members Mstep: Class 8 contains 1072 members Mstep: Class 9 contains 3071 members Mstep: Class 10 contains 2280 members Mstep: Class 12 contains 1685 members Mstep: Class 14 contains 1352 members Mstep: Class 15 contains 21748 members Mstep: Class 16 contains 1927 members Mstep: Class 17 contains 4626 members Mstep: Class 18 contains 8964 members Mstep: Class 20 contains 2076 members Mstep: Class 21 contains 11955 members Mstep: Class 22 contains 1759 members Mstep: Class 24 contains 10793 members Entering Unmasked Estep ConsiderDeletion Score: -8130522.000000 Penalty: 36991.007812 Iteration 18Q: 21 clusters Score -8130522 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3029 members Mstep: Class 3 contains 5788 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 805 members Mstep: Class 6 contains 1438 members Mstep: Class 7 contains 1360 members Mstep: Class 8 contains 1081 members Mstep: Class 9 contains 3235 members Mstep: Class 10 contains 2278 members Mstep: Class 12 contains 1680 members Mstep: Class 14 contains 1379 members Mstep: Class 15 contains 21902 members Mstep: Class 16 contains 1917 members Mstep: Class 17 contains 4629 members Mstep: Class 18 contains 8960 members Mstep: Class 20 contains 2038 members Mstep: Class 21 contains 11957 members Mstep: Class 22 contains 1763 members Mstep: Class 24 contains 10775 members Entering Unmasked Estep ConsiderDeletion Score: -8131359.000000 Penalty: 36991.007812 Iteration 19Q: 21 clusters Score -8131359 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2879 members Mstep: Class 3 contains 5841 members Mstep: Class 4 contains 699 members Mstep: Class 5 contains 812 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 1357 members Mstep: Class 8 contains 1090 members Mstep: Class 9 contains 3361 members Mstep: Class 10 contains 2271 members Mstep: Class 12 contains 1675 members Mstep: Class 14 contains 1424 members Mstep: Class 15 contains 22008 members Mstep: Class 16 contains 1919 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8943 members Mstep: Class 20 contains 2000 members Mstep: Class 21 contains 11959 members Mstep: Class 22 contains 1765 members Mstep: Class 24 contains 10756 members Entering Unmasked Estep ConsiderDeletion Score: -8132249.000000 Penalty: 36991.007812 Iteration 20F: 21 clusters Score -8132249 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2779 members Mstep: Class 3 contains 5889 members Mstep: Class 4 contains 633 members Mstep: Class 5 contains 830 members Mstep: Class 6 contains 1450 members Mstep: Class 7 contains 1357 members Mstep: Class 8 contains 1136 members Mstep: Class 9 contains 3449 members Mstep: Class 10 contains 2265 members Mstep: Class 12 contains 1670 members Mstep: Class 14 contains 1490 members Mstep: Class 15 contains 22072 members Mstep: Class 16 contains 1915 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8929 members Mstep: Class 20 contains 1969 members Mstep: Class 21 contains 11948 members Mstep: Class 22 contains 1766 members Mstep: Class 24 contains 10688 members Entering Unmasked Estep ConsiderDeletion Score: -8132993.500000 Penalty: 36991.007812 Iteration 21Q: 21 clusters Score -8132994 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2745 members Mstep: Class 3 contains 5936 members Mstep: Class 4 contains 590 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 1473 members Mstep: Class 7 contains 1352 members Mstep: Class 8 contains 1173 members Mstep: Class 9 contains 3474 members Mstep: Class 10 contains 2262 members Mstep: Class 12 contains 1674 members Mstep: Class 14 contains 1574 members Mstep: Class 15 contains 22115 members Mstep: Class 16 contains 1908 members Mstep: Class 17 contains 4631 members Mstep: Class 18 contains 8924 members Mstep: Class 20 contains 1939 members Mstep: Class 21 contains 11933 members Mstep: Class 22 contains 1766 members Mstep: Class 24 contains 10624 members Entering Unmasked Estep ConsiderDeletion Score: -8133640.000000 Penalty: 36991.007812 Iteration 22Q: 21 clusters Score -8133640 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2728 members Mstep: Class 3 contains 5990 members Mstep: Class 4 contains 560 members Mstep: Class 5 contains 833 members Mstep: Class 6 contains 1498 members Mstep: Class 7 contains 1346 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 3476 members Mstep: Class 10 contains 2252 members Mstep: Class 12 contains 1677 members Mstep: Class 14 contains 1653 members Mstep: Class 15 contains 22141 members Mstep: Class 16 contains 1909 members Mstep: Class 17 contains 4634 members Mstep: Class 18 contains 8916 members Mstep: Class 20 contains 1898 members Mstep: Class 21 contains 11923 members Mstep: Class 22 contains 1767 members Mstep: Class 24 contains 10556 members Entering Unmasked Estep ConsiderDeletion Score: -8134244.000000 Penalty: 36991.007812 Iteration 23Q: 21 clusters Score -8134244 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 6040 members Mstep: Class 4 contains 534 members Mstep: Class 5 contains 834 members Mstep: Class 6 contains 1528 members Mstep: Class 7 contains 1334 members Mstep: Class 8 contains 1246 members Mstep: Class 9 contains 3450 members Mstep: Class 10 contains 2244 members Mstep: Class 12 contains 1679 members Mstep: Class 14 contains 1734 members Mstep: Class 15 contains 22170 members Mstep: Class 16 contains 1909 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 8909 members Mstep: Class 20 contains 1856 members Mstep: Class 21 contains 11918 members Mstep: Class 22 contains 1768 members Mstep: Class 24 contains 10485 members Entering Unmasked Estep ConsiderDeletion Score: -8134787.000000 Penalty: 36991.007812 Iteration 24Q: 21 clusters Score -8134787 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2725 members Mstep: Class 3 contains 6116 members Mstep: Class 4 contains 519 members Mstep: Class 5 contains 834 members Mstep: Class 6 contains 1553 members Mstep: Class 7 contains 1328 members Mstep: Class 8 contains 1277 members Mstep: Class 9 contains 3414 members Mstep: Class 10 contains 2236 members Mstep: Class 12 contains 1680 members Mstep: Class 14 contains 1821 members Mstep: Class 15 contains 22182 members Mstep: Class 16 contains 1907 members Mstep: Class 17 contains 4632 members Mstep: Class 18 contains 8903 members Mstep: Class 20 contains 1794 members Mstep: Class 21 contains 11902 members Mstep: Class 22 contains 1768 members Mstep: Class 24 contains 10426 members Entering Unmasked Estep ConsiderDeletion Score: -8135420.500000 Penalty: 36991.007812 Iteration 25Q: 21 clusters Score -8135420 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2733 members Mstep: Class 3 contains 6190 members Mstep: Class 4 contains 511 members Mstep: Class 5 contains 833 members Mstep: Class 6 contains 1573 members Mstep: Class 7 contains 1325 members Mstep: Class 8 contains 1323 members Mstep: Class 9 contains 3352 members Mstep: Class 10 contains 2217 members Mstep: Class 12 contains 1689 members Mstep: Class 14 contains 1903 members Mstep: Class 15 contains 22198 members Mstep: Class 16 contains 1910 members Mstep: Class 17 contains 4632 members Mstep: Class 18 contains 8886 members Mstep: Class 20 contains 1739 members Mstep: Class 21 contains 11892 members Mstep: Class 22 contains 1770 members Mstep: Class 24 contains 10357 members Entering Unmasked Estep ConsiderDeletion Score: -8135989.500000 Penalty: 36991.007812 Iteration 26Q: 21 clusters Score -8135990 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2743 members Mstep: Class 3 contains 6233 members Mstep: Class 4 contains 508 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 1587 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 1392 members Mstep: Class 9 contains 3307 members Mstep: Class 10 contains 2205 members Mstep: Class 12 contains 1698 members Mstep: Class 14 contains 1960 members Mstep: Class 15 contains 22210 members Mstep: Class 16 contains 1908 members Mstep: Class 17 contains 4632 members Mstep: Class 18 contains 8866 members Mstep: Class 20 contains 1695 members Mstep: Class 21 contains 11885 members Mstep: Class 22 contains 1770 members Mstep: Class 24 contains 10287 members Entering Unmasked Estep ConsiderDeletion Score: -8136377.000000 Penalty: 36991.007812 Iteration 27Q: 21 clusters Score -8136377 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2752 members Mstep: Class 3 contains 6282 members Mstep: Class 4 contains 508 members Mstep: Class 5 contains 821 members Mstep: Class 6 contains 1577 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 1480 members Mstep: Class 9 contains 3272 members Mstep: Class 10 contains 2201 members Mstep: Class 12 contains 1707 members Mstep: Class 14 contains 1987 members Mstep: Class 15 contains 22221 members Mstep: Class 16 contains 1907 members Mstep: Class 17 contains 4632 members Mstep: Class 18 contains 8841 members Mstep: Class 20 contains 1656 members Mstep: Class 21 contains 11878 members Mstep: Class 22 contains 1770 members Mstep: Class 24 contains 10216 members Entering Unmasked Estep ConsiderDeletion Score: -8136657.000000 Penalty: 36991.007812 Iteration 28Q: 21 clusters Score -8136657 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2756 members Mstep: Class 3 contains 6324 members Mstep: Class 4 contains 502 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 1551 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 1591 members Mstep: Class 9 contains 3266 members Mstep: Class 10 contains 2198 members Mstep: Class 12 contains 1719 members Mstep: Class 14 contains 1990 members Mstep: Class 15 contains 22225 members Mstep: Class 16 contains 1906 members Mstep: Class 17 contains 4632 members Mstep: Class 18 contains 8810 members Mstep: Class 20 contains 1630 members Mstep: Class 21 contains 11865 members Mstep: Class 22 contains 1772 members Mstep: Class 24 contains 10149 members Entering Unmasked Estep ConsiderDeletion Score: -8136987.500000 Penalty: 36991.007812 Iteration 29Q: 21 clusters Score -8136988 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 2759 members Mstep: Class 3 contains 6357 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 812 members Mstep: Class 6 contains 1509 members Mstep: Class 7 contains 1322 members Mstep: Class 8 contains 1763 members Mstep: Class 9 contains 3266 members Mstep: Class 10 contains 2198 members Mstep: Class 12 contains 1731 members Mstep: Class 14 contains 1992 members Mstep: Class 15 contains 22231 members Mstep: Class 16 contains 1906 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 8788 members Mstep: Class 20 contains 1601 members Mstep: Class 21 contains 11835 members Mstep: Class 22 contains 1772 members Mstep: Class 24 contains 10050 members Entering Unmasked Estep ConsiderDeletion Score: -8137323.000000 Penalty: 36991.007812 Iteration 30Q: 21 clusters Score -8137323 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2764 members Mstep: Class 3 contains 6377 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 809 members Mstep: Class 6 contains 1472 members Mstep: Class 7 contains 1321 members Mstep: Class 8 contains 1932 members Mstep: Class 9 contains 3263 members Mstep: Class 10 contains 2195 members Mstep: Class 12 contains 1739 members Mstep: Class 14 contains 1991 members Mstep: Class 15 contains 22243 members Mstep: Class 16 contains 1907 members Mstep: Class 17 contains 4631 members Mstep: Class 18 contains 8766 members Mstep: Class 20 contains 1584 members Mstep: Class 21 contains 11811 members Mstep: Class 22 contains 1773 members Mstep: Class 24 contains 9946 members Entering Unmasked Estep ConsiderDeletion Score: -8137625.500000 Penalty: 36991.007812 Iteration 31Q: 21 clusters Score -8137626 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2771 members Mstep: Class 3 contains 6395 members Mstep: Class 4 contains 498 members Mstep: Class 5 contains 809 members Mstep: Class 6 contains 1462 members Mstep: Class 7 contains 1319 members Mstep: Class 8 contains 2042 members Mstep: Class 9 contains 3259 members Mstep: Class 10 contains 2194 members Mstep: Class 12 contains 1747 members Mstep: Class 14 contains 1990 members Mstep: Class 15 contains 22247 members Mstep: Class 16 contains 1909 members Mstep: Class 17 contains 4631 members Mstep: Class 18 contains 8742 members Mstep: Class 20 contains 1575 members Mstep: Class 21 contains 11791 members Mstep: Class 22 contains 1773 members Mstep: Class 24 contains 9864 members Entering Unmasked Estep ConsiderDeletion Score: -8137801.000000 Penalty: 36991.007812 Iteration 32Q: 21 clusters Score -8137801 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2773 members Mstep: Class 3 contains 6407 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 807 members Mstep: Class 6 contains 1456 members Mstep: Class 7 contains 1318 members Mstep: Class 8 contains 2130 members Mstep: Class 9 contains 3256 members Mstep: Class 10 contains 2192 members Mstep: Class 12 contains 1760 members Mstep: Class 14 contains 1990 members Mstep: Class 15 contains 22252 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4631 members Mstep: Class 18 contains 8715 members Mstep: Class 20 contains 1571 members Mstep: Class 21 contains 11780 members Mstep: Class 22 contains 1773 members Mstep: Class 24 contains 9794 members Entering Unmasked Estep ConsiderDeletion Score: -8137903.000000 Penalty: 36991.007812 Iteration 33Q: 21 clusters Score -8137903 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2776 members Mstep: Class 3 contains 6416 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 806 members Mstep: Class 6 contains 1456 members Mstep: Class 7 contains 1316 members Mstep: Class 8 contains 2181 members Mstep: Class 9 contains 3253 members Mstep: Class 10 contains 2194 members Mstep: Class 12 contains 1774 members Mstep: Class 14 contains 1989 members Mstep: Class 15 contains 22253 members Mstep: Class 16 contains 1912 members Mstep: Class 17 contains 4631 members Mstep: Class 18 contains 8687 members Mstep: Class 20 contains 1574 members Mstep: Class 21 contains 11771 members Mstep: Class 22 contains 1773 members Mstep: Class 24 contains 9753 members Entering Unmasked Estep ConsiderDeletion Score: -8137987.000000 Penalty: 36991.007812 Iteration 34Q: 21 clusters Score -8137987 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2778 members Mstep: Class 3 contains 6419 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 804 members Mstep: Class 6 contains 1464 members Mstep: Class 7 contains 1316 members Mstep: Class 8 contains 2223 members Mstep: Class 9 contains 3250 members Mstep: Class 10 contains 2193 members Mstep: Class 12 contains 1789 members Mstep: Class 14 contains 1991 members Mstep: Class 15 contains 22252 members Mstep: Class 16 contains 1912 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8661 members Mstep: Class 20 contains 1575 members Mstep: Class 21 contains 11764 members Mstep: Class 22 contains 1773 members Mstep: Class 24 contains 9721 members Entering Unmasked Estep ConsiderDeletion Score: -8138027.000000 Penalty: 36991.007812 Iteration 35Q: 21 clusters Score -8138027 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2781 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 806 members Mstep: Class 6 contains 1466 members Mstep: Class 7 contains 1316 members Mstep: Class 8 contains 2256 members Mstep: Class 9 contains 3248 members Mstep: Class 10 contains 2192 members Mstep: Class 12 contains 1815 members Mstep: Class 14 contains 1992 members Mstep: Class 15 contains 22259 members Mstep: Class 16 contains 1911 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8625 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11760 members Mstep: Class 22 contains 1773 members Mstep: Class 24 contains 9692 members Entering Unmasked Estep ConsiderDeletion Score: -8138095.000000 Penalty: 36991.007812 Iteration 36Q: 21 clusters Score -8138095 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2781 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 810 members Mstep: Class 6 contains 1471 members Mstep: Class 7 contains 1316 members Mstep: Class 8 contains 2283 members Mstep: Class 9 contains 3248 members Mstep: Class 10 contains 2192 members Mstep: Class 12 contains 1851 members Mstep: Class 14 contains 1993 members Mstep: Class 15 contains 22259 members Mstep: Class 16 contains 1910 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8585 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11758 members Mstep: Class 22 contains 1773 members Mstep: Class 24 contains 9662 members Entering Unmasked Estep ConsiderDeletion Score: -8138159.000000 Penalty: 36991.007812 Iteration 37Q: 21 clusters Score -8138159 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2783 members Mstep: Class 3 contains 6417 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 811 members Mstep: Class 6 contains 1469 members Mstep: Class 7 contains 1316 members Mstep: Class 8 contains 2308 members Mstep: Class 9 contains 3248 members Mstep: Class 10 contains 2190 members Mstep: Class 12 contains 1896 members Mstep: Class 14 contains 1993 members Mstep: Class 15 contains 22259 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8540 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11758 members Mstep: Class 22 contains 1774 members Mstep: Class 24 contains 9636 members Entering Unmasked Estep ConsiderDeletion Score: -8138202.000000 Penalty: 36991.007812 Iteration 38Q: 21 clusters Score -8138202 nChanged 106 Entering ConstructFrom: Score: -8138202.000000 Penalty: 36991.007812 Entering ConstructFrom: Trying to split cluster 1 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -57812.699219 Penalty: 1058.640869 Iteration 0F: 2 clusters Score -57812.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -56715.515625 Penalty: 2117.281738 Iteration 0F: 3 clusters Score -56715.52 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -57124.019531 Penalty: 2117.281738 Iteration 1F: 3 clusters Score -57124.02 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -57287.726562 Penalty: 2117.281738 Iteration 2F: 3 clusters Score -57287.73 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -57363.457031 Penalty: 2117.281738 Iteration 3F: 3 clusters Score -57363.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -57401.355469 Penalty: 2117.281738 Iteration 4Q: 3 clusters Score -57401.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -57418.722656 Penalty: 2117.281738 Iteration 5Q: 3 clusters Score -57418.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -57425.734375 Penalty: 2117.281738 Iteration 6Q: 3 clusters Score -57425.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -57431.246094 Penalty: 2117.281738 Iteration 7Q: 3 clusters Score -57431.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -57436.394531 Penalty: 2117.281738 Iteration 8Q: 3 clusters Score -57436.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -57437.742188 Penalty: 2117.281738 Iteration 9Q: 3 clusters Score -57437.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -57437.742188 Penalty: 2117.281738 Iteration 10F: 3 clusters Score -57437.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Entering Unmasked Estep Score: -267912.031250 Penalty: 1288.950439 Iteration 0F: 2 clusters Score -267912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -265317.156250 Penalty: 2577.900879 Iteration 0F: 3 clusters Score -265317.2 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -265967.468750 Penalty: 2577.900879 Iteration 1F: 3 clusters Score -265967.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -266133.125000 Penalty: 2577.900879 Iteration 2F: 3 clusters Score -266133.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -266256.468750 Penalty: 2577.900879 Iteration 3F: 3 clusters Score -266256.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -266379.843750 Penalty: 2577.900879 Iteration 4F: 3 clusters Score -266379.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -266480.093750 Penalty: 2577.900879 Iteration 5Q: 3 clusters Score -266480.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -266560.468750 Penalty: 2577.900879 Iteration 6Q: 3 clusters Score -266560.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -266633.218750 Penalty: 2577.900879 Iteration 7Q: 3 clusters Score -266633.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -266699.093750 Penalty: 2577.900879 Iteration 8Q: 3 clusters Score -266699.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -266769.687500 Penalty: 2577.900879 Iteration 9Q: 3 clusters Score -266769.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -266854.843750 Penalty: 2577.900879 Iteration 10Q: 3 clusters Score -266854.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -266980.281250 Penalty: 2577.900879 Iteration 11Q: 3 clusters Score -266980.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -267141.281250 Penalty: 2577.900879 Iteration 12Q: 3 clusters Score -267141.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -267408.343750 Penalty: 2577.900879 Iteration 13Q: 3 clusters Score -267408.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -267867.187500 Penalty: 2577.900879 Iteration 14F: 3 clusters Score -267867.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -268400.937500 Penalty: 2577.900879 Iteration 15F: 3 clusters Score -268400.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -269077.156250 Penalty: 2577.900879 Iteration 16F: 3 clusters Score -269077.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -270006.062500 Penalty: 2577.900879 Iteration 17F: 3 clusters Score -270006.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -270938.750000 Penalty: 2577.900879 Iteration 18F: 3 clusters Score -270938.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -271357.875000 Penalty: 2577.900879 Iteration 19Q: 3 clusters Score -271357.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -271456.875000 Penalty: 2577.900879 Iteration 20F: 3 clusters Score -271456.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -271504.125000 Penalty: 2577.900879 Iteration 21Q: 3 clusters Score -271504.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -271512.781250 Penalty: 2577.900879 Iteration 22Q: 3 clusters Score -271512.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -271513.562500 Penalty: 2577.900879 Iteration 23Q: 3 clusters Score -271513.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -271513.718750 Penalty: 2577.900879 Iteration 24Q: 3 clusters Score -271513.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -271513.718750 Penalty: 2577.900879 Iteration 25F: 3 clusters Score -271513.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 1469 members Mstep: Class 7 contains 1316 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 3246 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 1951 members Mstep: Class 14 contains 1993 members Mstep: Class 15 contains 22261 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8481 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 24 contains 9613 members Entering Unmasked Estep Score: -8141291.000000 Penalty: 38840.558594 Splitting cluster 2 changes total score from -8138202.000000 to -8141291.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 3 (6418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Entering Unmasked Estep Score: -620071.000000 Penalty: 1424.615112 Iteration 0F: 2 clusters Score -620071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -615298.125000 Penalty: 2849.230225 Iteration 0F: 3 clusters Score -615298.1 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -617315.312500 Penalty: 2849.230225 Iteration 1F: 3 clusters Score -617315.3 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -618041.812500 Penalty: 2849.230225 Iteration 2F: 3 clusters Score -618041.8 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -618651.187500 Penalty: 2849.230225 Iteration 3F: 3 clusters Score -618651.2 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -619125.875000 Penalty: 2849.230225 Iteration 4F: 3 clusters Score -619125.9 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -619453.062500 Penalty: 2849.230225 Iteration 5F: 3 clusters Score -619453.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -619657.625000 Penalty: 2849.230225 Iteration 6Q: 3 clusters Score -619657.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -619782.375000 Penalty: 2849.230225 Iteration 7Q: 3 clusters Score -619782.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -619852.125000 Penalty: 2849.230225 Iteration 8Q: 3 clusters Score -619852.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -619889.625000 Penalty: 2849.230225 Iteration 9Q: 3 clusters Score -619889.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -619901.500000 Penalty: 2849.230225 Iteration 10Q: 3 clusters Score -619901.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -619907.687500 Penalty: 2849.230225 Iteration 11Q: 3 clusters Score -619907.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -619911.625000 Penalty: 2849.230225 Iteration 12Q: 3 clusters Score -619911.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -619916.687500 Penalty: 2849.230225 Iteration 13Q: 3 clusters Score -619916.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -619921.625000 Penalty: 2849.230225 Iteration 14Q: 3 clusters Score -619921.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -619924.562500 Penalty: 2849.230225 Iteration 15Q: 3 clusters Score -619924.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -619930.500000 Penalty: 2849.230225 Iteration 16Q: 3 clusters Score -619930.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -619933.687500 Penalty: 2849.230225 Iteration 17Q: 3 clusters Score -619933.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -619938.062500 Penalty: 2849.230225 Iteration 18Q: 3 clusters Score -619938.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -619945.750000 Penalty: 2849.230225 Iteration 19Q: 3 clusters Score -619945.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -619957.875000 Penalty: 2849.230225 Iteration 20F: 3 clusters Score -619957.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -619975.750000 Penalty: 2849.230225 Iteration 21Q: 3 clusters Score -619975.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -619990.437500 Penalty: 2849.230225 Iteration 22Q: 3 clusters Score -619990.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -620007.062500 Penalty: 2849.230225 Iteration 23Q: 3 clusters Score -620007.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -620017.000000 Penalty: 2849.230225 Iteration 24Q: 3 clusters Score -620017 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -620030.437500 Penalty: 2849.230225 Iteration 25Q: 3 clusters Score -620030.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -620038.937500 Penalty: 2849.230225 Iteration 26Q: 3 clusters Score -620038.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -620045.750000 Penalty: 2849.230225 Iteration 27Q: 3 clusters Score -620045.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -620050.312500 Penalty: 2849.230225 Iteration 28Q: 3 clusters Score -620050.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -620053.312500 Penalty: 2849.230225 Iteration 29Q: 3 clusters Score -620053.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -620054.625000 Penalty: 2849.230225 Iteration 30Q: 3 clusters Score -620054.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -620054.375000 Penalty: 2849.230225 Iteration 31Q: 3 clusters Score -620054.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -620057.625000 Penalty: 2849.230225 Iteration 32Q: 3 clusters Score -620057.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -620058.812500 Penalty: 2849.230225 Iteration 33Q: 3 clusters Score -620058.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -620060.625000 Penalty: 2849.230225 Iteration 34Q: 3 clusters Score -620060.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -620060.625000 Penalty: 2849.230225 Iteration 35F: 3 clusters Score -620060.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Entering Unmasked Estep Score: -43177.343750 Penalty: 1006.922180 Iteration 0F: 2 clusters Score -43177.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -42115.105469 Penalty: 2013.844360 Iteration 0F: 3 clusters Score -42115.11 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -42247.183594 Penalty: 2013.844360 Iteration 1F: 3 clusters Score -42247.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -42265.128906 Penalty: 2013.844360 Iteration 2Q: 3 clusters Score -42265.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -42282.339844 Penalty: 2013.844360 Iteration 3Q: 3 clusters Score -42282.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -42288.937500 Penalty: 2013.844360 Iteration 4Q: 3 clusters Score -42288.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -42293.281250 Penalty: 2013.844360 Iteration 5Q: 3 clusters Score -42293.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -42295.117188 Penalty: 2013.844360 Iteration 6Q: 3 clusters Score -42295.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -42299.648438 Penalty: 2013.844360 Iteration 7Q: 3 clusters Score -42299.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -42305.406250 Penalty: 2013.844360 Iteration 8Q: 3 clusters Score -42305.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -42311.617188 Penalty: 2013.844360 Iteration 9Q: 3 clusters Score -42311.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -42312.847656 Penalty: 2013.844360 Iteration 10Q: 3 clusters Score -42312.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -42315.218750 Penalty: 2013.844360 Iteration 11Q: 3 clusters Score -42315.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -42319.832031 Penalty: 2013.844360 Iteration 12Q: 3 clusters Score -42319.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -42320.890625 Penalty: 2013.844360 Iteration 13Q: 3 clusters Score -42320.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -42320.890625 Penalty: 2013.844360 Iteration 14F: 3 clusters Score -42320.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Entering Unmasked Estep Score: -62038.457031 Penalty: 1088.868774 Iteration 0F: 2 clusters Score -62038.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -60794.742188 Penalty: 2177.737549 Iteration 0F: 3 clusters Score -60794.74 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -61266.128906 Penalty: 2177.737549 Iteration 1F: 3 clusters Score -61266.13 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -61591.296875 Penalty: 2177.737549 Iteration 2F: 3 clusters Score -61591.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -61769.031250 Penalty: 2177.737549 Iteration 3F: 3 clusters Score -61769.03 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -61850.238281 Penalty: 2177.737549 Iteration 4Q: 3 clusters Score -61850.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -61882.500000 Penalty: 2177.737549 Iteration 5Q: 3 clusters Score -61882.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -61901.238281 Penalty: 2177.737549 Iteration 6Q: 3 clusters Score -61901.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -61906.964844 Penalty: 2177.737549 Iteration 7Q: 3 clusters Score -61906.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -61920.324219 Penalty: 2177.737549 Iteration 8Q: 3 clusters Score -61920.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -61920.324219 Penalty: 2177.737549 Iteration 9F: 3 clusters Score -61920.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Entering Unmasked Estep Score: -131041.242188 Penalty: 1185.004883 Iteration 0F: 2 clusters Score -131041.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -129318.703125 Penalty: 2370.009766 Iteration 0F: 3 clusters Score -129318.7 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -129689.976562 Penalty: 2370.009766 Iteration 1F: 3 clusters Score -129690 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -129821.718750 Penalty: 2370.009766 Iteration 2F: 3 clusters Score -129821.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -129902.117188 Penalty: 2370.009766 Iteration 3F: 3 clusters Score -129902.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -129969.187500 Penalty: 2370.009766 Iteration 4Q: 3 clusters Score -129969.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -130076.539062 Penalty: 2370.009766 Iteration 5Q: 3 clusters Score -130076.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -130267.750000 Penalty: 2370.009766 Iteration 6F: 3 clusters Score -130267.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -130551.453125 Penalty: 2370.009766 Iteration 7F: 3 clusters Score -130551.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -130718.304688 Penalty: 2370.009766 Iteration 8F: 3 clusters Score -130718.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -130872.273438 Penalty: 2370.009766 Iteration 9Q: 3 clusters Score -130872.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -130983.593750 Penalty: 2370.009766 Iteration 10Q: 3 clusters Score -130983.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -131043.664062 Penalty: 2370.009766 Iteration 11Q: 3 clusters Score -131043.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -131076.640625 Penalty: 2370.009766 Iteration 12Q: 3 clusters Score -131076.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -131097.937500 Penalty: 2370.009766 Iteration 13Q: 3 clusters Score -131097.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -131113.281250 Penalty: 2370.009766 Iteration 14Q: 3 clusters Score -131113.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -131126.265625 Penalty: 2370.009766 Iteration 15Q: 3 clusters Score -131126.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -131146.500000 Penalty: 2370.009766 Iteration 16Q: 3 clusters Score -131146.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -131176.515625 Penalty: 2370.009766 Iteration 17Q: 3 clusters Score -131176.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -131194.687500 Penalty: 2370.009766 Iteration 18Q: 3 clusters Score -131194.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -131209.828125 Penalty: 2370.009766 Iteration 19Q: 3 clusters Score -131209.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -131223.375000 Penalty: 2370.009766 Iteration 20F: 3 clusters Score -131223.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -131245.625000 Penalty: 2370.009766 Iteration 21Q: 3 clusters Score -131245.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -131277.656250 Penalty: 2370.009766 Iteration 22Q: 3 clusters Score -131277.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -131309.890625 Penalty: 2370.009766 Iteration 23Q: 3 clusters Score -131309.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -131338.281250 Penalty: 2370.009766 Iteration 24Q: 3 clusters Score -131338.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -131378.265625 Penalty: 2370.009766 Iteration 25Q: 3 clusters Score -131378.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -131412.312500 Penalty: 2370.009766 Iteration 26Q: 3 clusters Score -131412.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -131434.687500 Penalty: 2370.009766 Iteration 27Q: 3 clusters Score -131434.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -131439.875000 Penalty: 2370.009766 Iteration 28Q: 3 clusters Score -131439.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -131444.703125 Penalty: 2370.009766 Iteration 29Q: 3 clusters Score -131444.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -131448.140625 Penalty: 2370.009766 Iteration 30Q: 3 clusters Score -131448.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -131448.906250 Penalty: 2370.009766 Iteration 31Q: 3 clusters Score -131448.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -131449.718750 Penalty: 2370.009766 Iteration 32Q: 3 clusters Score -131449.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -131450.671875 Penalty: 2370.009766 Iteration 33Q: 3 clusters Score -131450.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -131452.000000 Penalty: 2370.009766 Iteration 34Q: 3 clusters Score -131452 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -131452.000000 Penalty: 2370.009766 Iteration 35F: 3 clusters Score -131452 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 1316 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 3246 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 1951 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 1993 members Mstep: Class 15 contains 22261 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8481 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 24 contains 9613 members Entering Unmasked Estep Score: -8141034.500000 Penalty: 40690.109375 Splitting cluster 6 changes total score from -8138202.000000 to -8141034.500000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 7 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -127415.390625 Penalty: 1167.132202 Iteration 0F: 2 clusters Score -127415.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -125849.351562 Penalty: 2334.264404 Iteration 0F: 3 clusters Score -125849.4 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -126629.304688 Penalty: 2334.264404 Iteration 1F: 3 clusters Score -126629.3 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -127397.328125 Penalty: 2334.264404 Iteration 2F: 3 clusters Score -127397.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -127848.968750 Penalty: 2334.264404 Iteration 3F: 3 clusters Score -127849 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -128048.250000 Penalty: 2334.264404 Iteration 4F: 3 clusters Score -128048.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -128136.929688 Penalty: 2334.264404 Iteration 5Q: 3 clusters Score -128136.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -128178.039062 Penalty: 2334.264404 Iteration 6Q: 3 clusters Score -128178 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -128201.945312 Penalty: 2334.264404 Iteration 7Q: 3 clusters Score -128201.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -128214.093750 Penalty: 2334.264404 Iteration 8Q: 3 clusters Score -128214.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -128222.843750 Penalty: 2334.264404 Iteration 9Q: 3 clusters Score -128222.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -128228.703125 Penalty: 2334.264404 Iteration 10Q: 3 clusters Score -128228.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -128230.867188 Penalty: 2334.264404 Iteration 11Q: 3 clusters Score -128230.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -128232.203125 Penalty: 2334.264404 Iteration 12Q: 3 clusters Score -128232.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -128232.203125 Penalty: 2334.264404 Iteration 13F: 3 clusters Score -128232.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 3246 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 1951 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 1993 members Mstep: Class 15 contains 22261 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8481 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 24 contains 9613 members Entering Unmasked Estep Score: -8141174.000000 Penalty: 42539.656250 Splitting cluster 7 changes total score from -8138202.000000 to -8141174.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 8 (2333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Entering Unmasked Estep Score: -220052.859375 Penalty: 1260.172974 Iteration 0F: 2 clusters Score -220052.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -217799.640625 Penalty: 2520.345947 Iteration 0F: 3 clusters Score -217799.6 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -218323.906250 Penalty: 2520.345947 Iteration 1F: 3 clusters Score -218323.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -218540.437500 Penalty: 2520.345947 Iteration 2F: 3 clusters Score -218540.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -218724.593750 Penalty: 2520.345947 Iteration 3F: 3 clusters Score -218724.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -218837.953125 Penalty: 2520.345947 Iteration 4F: 3 clusters Score -218838 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -218917.875000 Penalty: 2520.345947 Iteration 5Q: 3 clusters Score -218917.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -219003.140625 Penalty: 2520.345947 Iteration 6Q: 3 clusters Score -219003.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -219104.312500 Penalty: 2520.345947 Iteration 7Q: 3 clusters Score -219104.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -219216.156250 Penalty: 2520.345947 Iteration 8Q: 3 clusters Score -219216.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -219341.375000 Penalty: 2520.345947 Iteration 9Q: 3 clusters Score -219341.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -219473.359375 Penalty: 2520.345947 Iteration 10Q: 3 clusters Score -219473.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -219615.031250 Penalty: 2520.345947 Iteration 11Q: 3 clusters Score -219615 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -219734.796875 Penalty: 2520.345947 Iteration 12Q: 3 clusters Score -219734.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -219820.250000 Penalty: 2520.345947 Iteration 13Q: 3 clusters Score -219820.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -219879.171875 Penalty: 2520.345947 Iteration 14Q: 3 clusters Score -219879.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -219904.484375 Penalty: 2520.345947 Iteration 15Q: 3 clusters Score -219904.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -219913.921875 Penalty: 2520.345947 Iteration 16Q: 3 clusters Score -219913.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -219942.359375 Penalty: 2520.345947 Iteration 17Q: 3 clusters Score -219942.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -219948.906250 Penalty: 2520.345947 Iteration 18Q: 3 clusters Score -219948.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -219951.468750 Penalty: 2520.345947 Iteration 19Q: 3 clusters Score -219951.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -219959.828125 Penalty: 2520.345947 Iteration 20F: 3 clusters Score -219959.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -219962.046875 Penalty: 2520.345947 Iteration 21Q: 3 clusters Score -219962 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -219965.343750 Penalty: 2520.345947 Iteration 22Q: 3 clusters Score -219965.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -219966.421875 Penalty: 2520.345947 Iteration 23Q: 3 clusters Score -219966.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -219968.359375 Penalty: 2520.345947 Iteration 24Q: 3 clusters Score -219968.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -219971.093750 Penalty: 2520.345947 Iteration 25Q: 3 clusters Score -219971.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -219971.578125 Penalty: 2520.345947 Iteration 26Q: 3 clusters Score -219971.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -219972.406250 Penalty: 2520.345947 Iteration 27Q: 3 clusters Score -219972.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -219972.406250 Penalty: 2520.345947 Iteration 28F: 3 clusters Score -219972.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Entering Unmasked Estep Score: -319736.500000 Penalty: 1313.841431 Iteration 0F: 2 clusters Score -319736.5 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 1581 members Entering Unmasked Estep Score: -316917.656250 Penalty: 2627.682861 Iteration 0F: 3 clusters Score -316917.7 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -317917.093750 Penalty: 2627.682861 Iteration 1F: 3 clusters Score -317917.1 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -318387.656250 Penalty: 2627.682861 Iteration 2F: 3 clusters Score -318387.7 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -318820.500000 Penalty: 2627.682861 Iteration 3F: 3 clusters Score -318820.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -319052.656250 Penalty: 2627.682861 Iteration 4F: 3 clusters Score -319052.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -319241.562500 Penalty: 2627.682861 Iteration 5Q: 3 clusters Score -319241.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -319438.906250 Penalty: 2627.682861 Iteration 6Q: 3 clusters Score -319438.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -319746.218750 Penalty: 2627.682861 Iteration 7Q: 3 clusters Score -319746.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -319939.562500 Penalty: 2627.682861 Iteration 8Q: 3 clusters Score -319939.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -320039.343750 Penalty: 2627.682861 Iteration 9Q: 3 clusters Score -320039.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -320125.375000 Penalty: 2627.682861 Iteration 10Q: 3 clusters Score -320125.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -320192.593750 Penalty: 2627.682861 Iteration 11Q: 3 clusters Score -320192.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -320287.531250 Penalty: 2627.682861 Iteration 12Q: 3 clusters Score -320287.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -320400.781250 Penalty: 2627.682861 Iteration 13Q: 3 clusters Score -320400.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -320520.593750 Penalty: 2627.682861 Iteration 14Q: 3 clusters Score -320520.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -320709.812500 Penalty: 2627.682861 Iteration 15Q: 3 clusters Score -320709.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -321033.093750 Penalty: 2627.682861 Iteration 16Q: 3 clusters Score -321033.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -321422.468750 Penalty: 2627.682861 Iteration 17Q: 3 clusters Score -321422.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -321661.312500 Penalty: 2627.682861 Iteration 18Q: 3 clusters Score -321661.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -321722.375000 Penalty: 2627.682861 Iteration 19Q: 3 clusters Score -321722.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -321732.062500 Penalty: 2627.682861 Iteration 20F: 3 clusters Score -321732.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -321737.718750 Penalty: 2627.682861 Iteration 21Q: 3 clusters Score -321737.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -321739.187500 Penalty: 2627.682861 Iteration 22Q: 3 clusters Score -321739.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -321740.468750 Penalty: 2627.682861 Iteration 23Q: 3 clusters Score -321740.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -321740.718750 Penalty: 2627.682861 Iteration 24Q: 3 clusters Score -321740.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -321740.718750 Penalty: 2627.682861 Iteration 25F: 3 clusters Score -321740.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 1951 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 1993 members Mstep: Class 15 contains 22261 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8481 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 1514 members Mstep: Class 24 contains 9613 members Entering Unmasked Estep Score: -8142641.000000 Penalty: 44389.207031 Splitting cluster 9 changes total score from -8138202.000000 to -8142641.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 10 (2190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Entering Unmasked Estep Score: -210011.953125 Penalty: 1249.894165 Iteration 0F: 2 clusters Score -210012 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -207838.515625 Penalty: 2499.788330 Iteration 0F: 3 clusters Score -207838.5 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -208383.671875 Penalty: 2499.788330 Iteration 1F: 3 clusters Score -208383.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -208578.859375 Penalty: 2499.788330 Iteration 2F: 3 clusters Score -208578.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -208759.078125 Penalty: 2499.788330 Iteration 3F: 3 clusters Score -208759.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -208936.812500 Penalty: 2499.788330 Iteration 4F: 3 clusters Score -208936.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -209112.000000 Penalty: 2499.788330 Iteration 5F: 3 clusters Score -209112 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -209253.015625 Penalty: 2499.788330 Iteration 6F: 3 clusters Score -209253 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -209356.078125 Penalty: 2499.788330 Iteration 7Q: 3 clusters Score -209356.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -209422.171875 Penalty: 2499.788330 Iteration 8Q: 3 clusters Score -209422.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -209469.359375 Penalty: 2499.788330 Iteration 9Q: 3 clusters Score -209469.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -209507.312500 Penalty: 2499.788330 Iteration 10Q: 3 clusters Score -209507.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -209523.984375 Penalty: 2499.788330 Iteration 11Q: 3 clusters Score -209524 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -209538.781250 Penalty: 2499.788330 Iteration 12Q: 3 clusters Score -209538.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -209545.359375 Penalty: 2499.788330 Iteration 13Q: 3 clusters Score -209545.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -209547.593750 Penalty: 2499.788330 Iteration 14Q: 3 clusters Score -209547.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -209551.140625 Penalty: 2499.788330 Iteration 15Q: 3 clusters Score -209551.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -209554.265625 Penalty: 2499.788330 Iteration 16Q: 3 clusters Score -209554.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -209558.750000 Penalty: 2499.788330 Iteration 17Q: 3 clusters Score -209558.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -209560.750000 Penalty: 2499.788330 Iteration 18Q: 3 clusters Score -209560.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -209563.953125 Penalty: 2499.788330 Iteration 19Q: 3 clusters Score -209564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -209564.593750 Penalty: 2499.788330 Iteration 20F: 3 clusters Score -209564.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -209566.328125 Penalty: 2499.788330 Iteration 21Q: 3 clusters Score -209566.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -209567.531250 Penalty: 2499.788330 Iteration 22Q: 3 clusters Score -209567.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -209568.343750 Penalty: 2499.788330 Iteration 23Q: 3 clusters Score -209568.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -209569.343750 Penalty: 2499.788330 Iteration 24Q: 3 clusters Score -209569.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -209571.031250 Penalty: 2499.788330 Iteration 25Q: 3 clusters Score -209571 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -209572.125000 Penalty: 2499.788330 Iteration 26Q: 3 clusters Score -209572.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -209572.125000 Penalty: 2499.788330 Iteration 27F: 3 clusters Score -209572.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Entering Unmasked Estep Score: -179701.906250 Penalty: 1231.115845 Iteration 0F: 2 clusters Score -179701.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -177617.546875 Penalty: 2462.231689 Iteration 0F: 3 clusters Score -177617.5 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -178138.125000 Penalty: 2462.231689 Iteration 1F: 3 clusters Score -178138.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -178431.078125 Penalty: 2462.231689 Iteration 2F: 3 clusters Score -178431.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -178792.703125 Penalty: 2462.231689 Iteration 3F: 3 clusters Score -178792.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -179255.625000 Penalty: 2462.231689 Iteration 4F: 3 clusters Score -179255.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -179761.437500 Penalty: 2462.231689 Iteration 5F: 3 clusters Score -179761.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -180302.250000 Penalty: 2462.231689 Iteration 6F: 3 clusters Score -180302.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -180495.515625 Penalty: 2462.231689 Iteration 7Q: 3 clusters Score -180495.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -180573.343750 Penalty: 2462.231689 Iteration 8Q: 3 clusters Score -180573.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -180604.062500 Penalty: 2462.231689 Iteration 9Q: 3 clusters Score -180604.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -180622.781250 Penalty: 2462.231689 Iteration 10Q: 3 clusters Score -180622.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -180632.203125 Penalty: 2462.231689 Iteration 11Q: 3 clusters Score -180632.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -180636.937500 Penalty: 2462.231689 Iteration 12Q: 3 clusters Score -180636.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -180648.390625 Penalty: 2462.231689 Iteration 13Q: 3 clusters Score -180648.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -180649.890625 Penalty: 2462.231689 Iteration 14Q: 3 clusters Score -180649.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -180650.750000 Penalty: 2462.231689 Iteration 15Q: 3 clusters Score -180650.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -180655.609375 Penalty: 2462.231689 Iteration 16Q: 3 clusters Score -180655.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -180661.468750 Penalty: 2462.231689 Iteration 17Q: 3 clusters Score -180661.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -180664.500000 Penalty: 2462.231689 Iteration 18Q: 3 clusters Score -180664.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -180669.828125 Penalty: 2462.231689 Iteration 19Q: 3 clusters Score -180669.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -180683.140625 Penalty: 2462.231689 Iteration 20F: 3 clusters Score -180683.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -180700.000000 Penalty: 2462.231689 Iteration 21Q: 3 clusters Score -180700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -180708.187500 Penalty: 2462.231689 Iteration 22Q: 3 clusters Score -180708.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -180714.062500 Penalty: 2462.231689 Iteration 23Q: 3 clusters Score -180714.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -180715.953125 Penalty: 2462.231689 Iteration 24Q: 3 clusters Score -180716 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -180718.265625 Penalty: 2462.231689 Iteration 25Q: 3 clusters Score -180718.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -180725.828125 Penalty: 2462.231689 Iteration 26Q: 3 clusters Score -180725.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -180733.750000 Penalty: 2462.231689 Iteration 27Q: 3 clusters Score -180733.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -180745.500000 Penalty: 2462.231689 Iteration 28Q: 3 clusters Score -180745.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -180759.093750 Penalty: 2462.231689 Iteration 29Q: 3 clusters Score -180759.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -180774.312500 Penalty: 2462.231689 Iteration 30Q: 3 clusters Score -180774.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -180776.796875 Penalty: 2462.231689 Iteration 31Q: 3 clusters Score -180776.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -180779.546875 Penalty: 2462.231689 Iteration 32Q: 3 clusters Score -180779.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -180779.546875 Penalty: 2462.231689 Iteration 33F: 3 clusters Score -180779.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 1993 members Mstep: Class 15 contains 22261 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8481 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 1514 members Mstep: Class 24 contains 9613 members Mstep: Class 25 contains 1545 members Entering Unmasked Estep Score: -8143095.500000 Penalty: 46238.757812 Splitting cluster 12 changes total score from -8138202.000000 to -8143095.500000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 14 (1993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Entering Unmasked Estep Score: -176297.890625 Penalty: 1234.576904 Iteration 0F: 2 clusters Score -176297.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -174234.828125 Penalty: 2469.153809 Iteration 0F: 3 clusters Score -174234.8 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -174862.734375 Penalty: 2469.153809 Iteration 1F: 3 clusters Score -174862.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -175124.687500 Penalty: 2469.153809 Iteration 2F: 3 clusters Score -175124.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -175442.250000 Penalty: 2469.153809 Iteration 3F: 3 clusters Score -175442.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -175801.343750 Penalty: 2469.153809 Iteration 4F: 3 clusters Score -175801.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -176253.359375 Penalty: 2469.153809 Iteration 5F: 3 clusters Score -176253.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -176612.828125 Penalty: 2469.153809 Iteration 6F: 3 clusters Score -176612.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -176830.531250 Penalty: 2469.153809 Iteration 7F: 3 clusters Score -176830.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -176960.828125 Penalty: 2469.153809 Iteration 8Q: 3 clusters Score -176960.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -177040.875000 Penalty: 2469.153809 Iteration 9Q: 3 clusters Score -177040.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -177155.078125 Penalty: 2469.153809 Iteration 10Q: 3 clusters Score -177155.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -177284.234375 Penalty: 2469.153809 Iteration 11Q: 3 clusters Score -177284.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -177446.203125 Penalty: 2469.153809 Iteration 12Q: 3 clusters Score -177446.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -177684.125000 Penalty: 2469.153809 Iteration 13Q: 3 clusters Score -177684.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -178082.562500 Penalty: 2469.153809 Iteration 14Q: 3 clusters Score -178082.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -178724.765625 Penalty: 2469.153809 Iteration 15F: 3 clusters Score -178724.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -179220.484375 Penalty: 2469.153809 Iteration 16Q: 3 clusters Score -179220.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -179491.265625 Penalty: 2469.153809 Iteration 17Q: 3 clusters Score -179491.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -179596.765625 Penalty: 2469.153809 Iteration 18Q: 3 clusters Score -179596.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -179618.296875 Penalty: 2469.153809 Iteration 19Q: 3 clusters Score -179618.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -179626.390625 Penalty: 2469.153809 Iteration 20F: 3 clusters Score -179626.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -179627.578125 Penalty: 2469.153809 Iteration 21Q: 3 clusters Score -179627.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -179628.921875 Penalty: 2469.153809 Iteration 22Q: 3 clusters Score -179628.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -179628.921875 Penalty: 2469.153809 Iteration 23F: 3 clusters Score -179628.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 766 members Mstep: Class 15 contains 22261 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8481 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 1514 members Mstep: Class 24 contains 9613 members Mstep: Class 25 contains 1545 members Mstep: Class 26 contains 1227 members Entering Unmasked Estep Score: -8145823.500000 Penalty: 48088.308594 Splitting cluster 14 changes total score from -8138202.000000 to -8145823.500000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 15 (22261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22261 members Entering Unmasked Estep Score: -2086353.250000 Penalty: 1626.721069 Iteration 0F: 2 clusters Score -2086353 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 11142 members Entering Unmasked Estep Score: -2071175.875000 Penalty: 3253.442139 Iteration 0F: 3 clusters Score -2071176 nChanged 10122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 11298 members Entering Unmasked Estep Score: -2076854.375000 Penalty: 3253.442139 Iteration 1F: 3 clusters Score -2076854 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -2077248.500000 Penalty: 3253.442139 Iteration 2Q: 3 clusters Score -2077248 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10833 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -2077623.750000 Penalty: 3253.442139 Iteration 3Q: 3 clusters Score -2077624 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10759 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -2078013.875000 Penalty: 3253.442139 Iteration 4Q: 3 clusters Score -2078014 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10698 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -2078429.500000 Penalty: 3253.442139 Iteration 5Q: 3 clusters Score -2078430 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -2078981.250000 Penalty: 3253.442139 Iteration 6Q: 3 clusters Score -2078981 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 11865 members Entering Unmasked Estep Score: -2079558.000000 Penalty: 3253.442139 Iteration 7Q: 3 clusters Score -2079558 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 12079 members Entering Unmasked Estep Score: -2080118.750000 Penalty: 3253.442139 Iteration 8Q: 3 clusters Score -2080119 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -2080609.750000 Penalty: 3253.442139 Iteration 9Q: 3 clusters Score -2080610 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 12702 members Entering Unmasked Estep Score: -2081027.750000 Penalty: 3253.442139 Iteration 10Q: 3 clusters Score -2081028 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -2081300.375000 Penalty: 3253.442139 Iteration 11Q: 3 clusters Score -2081300 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -2081482.375000 Penalty: 3253.442139 Iteration 12Q: 3 clusters Score -2081482 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -2081635.875000 Penalty: 3253.442139 Iteration 13Q: 3 clusters Score -2081636 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 14144 members Entering Unmasked Estep Score: -2081746.875000 Penalty: 3253.442139 Iteration 14Q: 3 clusters Score -2081747 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 14492 members Entering Unmasked Estep Score: -2081854.875000 Penalty: 3253.442139 Iteration 15Q: 3 clusters Score -2081855 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 14868 members Entering Unmasked Estep Score: -2081972.375000 Penalty: 3253.442139 Iteration 16Q: 3 clusters Score -2081972 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -2082108.125000 Penalty: 3253.442139 Iteration 17Q: 3 clusters Score -2082108 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 15656 members Entering Unmasked Estep Score: -2082250.875000 Penalty: 3253.442139 Iteration 18Q: 3 clusters Score -2082251 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 16047 members Entering Unmasked Estep Score: -2082406.500000 Penalty: 3253.442139 Iteration 19Q: 3 clusters Score -2082406 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 16429 members Entering Unmasked Estep Score: -2082550.375000 Penalty: 3253.442139 Iteration 20F: 3 clusters Score -2082550 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 16818 members Entering Unmasked Estep Score: -2082722.375000 Penalty: 3253.442139 Iteration 21Q: 3 clusters Score -2082722 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 17239 members Entering Unmasked Estep Score: -2082944.125000 Penalty: 3253.442139 Iteration 22Q: 3 clusters Score -2082944 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 17644 members Entering Unmasked Estep Score: -2083158.750000 Penalty: 3253.442139 Iteration 23Q: 3 clusters Score -2083159 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 18035 members Entering Unmasked Estep Score: -2083524.500000 Penalty: 3253.442139 Iteration 24Q: 3 clusters Score -2083524 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 18405 members Entering Unmasked Estep Score: -2084397.375000 Penalty: 3253.442139 Iteration 25Q: 3 clusters Score -2084397 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 18561 members Entering Unmasked Estep Score: -2085643.375000 Penalty: 3253.442139 Iteration 26Q: 3 clusters Score -2085643 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 18377 members Entering Unmasked Estep Score: -2085913.750000 Penalty: 3253.442139 Iteration 27Q: 3 clusters Score -2085914 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 18143 members Entering Unmasked Estep Score: -2086068.750000 Penalty: 3253.442139 Iteration 28Q: 3 clusters Score -2086069 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 17867 members Entering Unmasked Estep Score: -2086226.375000 Penalty: 3253.442139 Iteration 29Q: 3 clusters Score -2086226 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 17591 members Entering Unmasked Estep Score: -2086352.500000 Penalty: 3253.442139 Iteration 30Q: 3 clusters Score -2086352 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 17290 members Entering Unmasked Estep Score: -2086482.500000 Penalty: 3253.442139 Iteration 31Q: 3 clusters Score -2086482 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 16954 members Entering Unmasked Estep Score: -2086603.250000 Penalty: 3253.442139 Iteration 32Q: 3 clusters Score -2086603 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 16581 members Entering Unmasked Estep Score: -2086739.750000 Penalty: 3253.442139 Iteration 33Q: 3 clusters Score -2086740 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 16194 members Entering Unmasked Estep Score: -2086887.125000 Penalty: 3253.442139 Iteration 34Q: 3 clusters Score -2086887 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 15802 members Entering Unmasked Estep Score: -2087037.375000 Penalty: 3253.442139 Iteration 35Q: 3 clusters Score -2087037 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 15394 members Entering Unmasked Estep Score: -2087219.000000 Penalty: 3253.442139 Iteration 36Q: 3 clusters Score -2087219 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 14866 members Entering Unmasked Estep Score: -2087478.000000 Penalty: 3253.442139 Iteration 37Q: 3 clusters Score -2087478 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -2087832.625000 Penalty: 3253.442139 Iteration 38Q: 3 clusters Score -2087833 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 13463 members Entering Unmasked Estep Score: -2088230.125000 Penalty: 3253.442139 Iteration 39Q: 3 clusters Score -2088230 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9568 members Mstep: Class 2 contains 12693 members Entering Unmasked Estep Score: -2088754.750000 Penalty: 3253.442139 Iteration 40F: 3 clusters Score -2088755 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10464 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -2089288.875000 Penalty: 3253.442139 Iteration 41Q: 3 clusters Score -2089289 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -2089763.500000 Penalty: 3253.442139 Iteration 42Q: 3 clusters Score -2089764 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11999 members Mstep: Class 2 contains 10262 members Entering Unmasked Estep Score: -2090137.875000 Penalty: 3253.442139 Iteration 43Q: 3 clusters Score -2090138 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12527 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -2090374.250000 Penalty: 3253.442139 Iteration 44Q: 3 clusters Score -2090374 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12903 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -2090520.250000 Penalty: 3253.442139 Iteration 45Q: 3 clusters Score -2090520 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 9060 members Entering Unmasked Estep Score: -2090617.125000 Penalty: 3253.442139 Iteration 46Q: 3 clusters Score -2090617 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -2090687.250000 Penalty: 3253.442139 Iteration 47Q: 3 clusters Score -2090687 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13590 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -2090731.625000 Penalty: 3253.442139 Iteration 48Q: 3 clusters Score -2090732 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13735 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -2090767.375000 Penalty: 3253.442139 Iteration 49Q: 3 clusters Score -2090767 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13854 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -2090784.875000 Penalty: 3253.442139 Iteration 50Q: 3 clusters Score -2090785 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -2090800.875000 Penalty: 3253.442139 Iteration 51Q: 3 clusters Score -2090801 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -2090821.000000 Penalty: 3253.442139 Iteration 52Q: 3 clusters Score -2090821 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -2090837.750000 Penalty: 3253.442139 Iteration 53Q: 3 clusters Score -2090838 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14213 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -2090853.625000 Penalty: 3253.442139 Iteration 54Q: 3 clusters Score -2090854 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14272 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -2090873.375000 Penalty: 3253.442139 Iteration 55Q: 3 clusters Score -2090873 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14336 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -2090875.750000 Penalty: 3253.442139 Iteration 56Q: 3 clusters Score -2090876 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14392 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -2090881.875000 Penalty: 3253.442139 Iteration 57Q: 3 clusters Score -2090882 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -2090892.125000 Penalty: 3253.442139 Iteration 58Q: 3 clusters Score -2090892 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -2090901.625000 Penalty: 3253.442139 Iteration 59Q: 3 clusters Score -2090902 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14495 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -2090916.000000 Penalty: 3253.442139 Iteration 60F: 3 clusters Score -2090916 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14555 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -2090928.250000 Penalty: 3253.442139 Iteration 61Q: 3 clusters Score -2090928 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14608 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -2090930.375000 Penalty: 3253.442139 Iteration 62Q: 3 clusters Score -2090930 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14667 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -2090944.000000 Penalty: 3253.442139 Iteration 63Q: 3 clusters Score -2090944 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14711 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -2090952.875000 Penalty: 3253.442139 Iteration 64Q: 3 clusters Score -2090953 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14752 members Mstep: Class 2 contains 7509 members Entering Unmasked Estep Score: -2090955.125000 Penalty: 3253.442139 Iteration 65Q: 3 clusters Score -2090955 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14793 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -2090954.750000 Penalty: 3253.442139 Iteration 66Q: 3 clusters Score -2090955 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -2090962.000000 Penalty: 3253.442139 Iteration 67Q: 3 clusters Score -2090962 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14852 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2090966.750000 Penalty: 3253.442139 Iteration 68Q: 3 clusters Score -2090967 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -2090963.500000 Penalty: 3253.442139 Iteration 69Q: 3 clusters Score -2090964 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14889 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -2090965.375000 Penalty: 3253.442139 Iteration 70Q: 3 clusters Score -2090965 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14905 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -2090968.125000 Penalty: 3253.442139 Iteration 71Q: 3 clusters Score -2090968 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14923 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -2090967.750000 Penalty: 3253.442139 Iteration 72Q: 3 clusters Score -2090968 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14944 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -2090980.500000 Penalty: 3253.442139 Iteration 73Q: 3 clusters Score -2090980 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14966 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -2090979.875000 Penalty: 3253.442139 Iteration 74Q: 3 clusters Score -2090980 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14989 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -2090982.750000 Penalty: 3253.442139 Iteration 75Q: 3 clusters Score -2090983 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15006 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -2090986.750000 Penalty: 3253.442139 Iteration 76Q: 3 clusters Score -2090987 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15027 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -2090988.375000 Penalty: 3253.442139 Iteration 77Q: 3 clusters Score -2090988 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15046 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -2090985.500000 Penalty: 3253.442139 Iteration 78Q: 3 clusters Score -2090986 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -2090994.250000 Penalty: 3253.442139 Iteration 79Q: 3 clusters Score -2090994 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15088 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -2090998.875000 Penalty: 3253.442139 Iteration 80F: 3 clusters Score -2090999 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15108 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -2090999.000000 Penalty: 3253.442139 Iteration 81Q: 3 clusters Score -2090999 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15125 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -2090998.875000 Penalty: 3253.442139 Iteration 82Q: 3 clusters Score -2090999 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15144 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -2091006.000000 Penalty: 3253.442139 Iteration 83Q: 3 clusters Score -2091006 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15157 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -2091007.375000 Penalty: 3253.442139 Iteration 84Q: 3 clusters Score -2091007 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15164 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -2091009.750000 Penalty: 3253.442139 Iteration 85Q: 3 clusters Score -2091010 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15171 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -2091010.250000 Penalty: 3253.442139 Iteration 86Q: 3 clusters Score -2091010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15175 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -2091012.375000 Penalty: 3253.442139 Iteration 87Q: 3 clusters Score -2091012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15180 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -2091017.625000 Penalty: 3253.442139 Iteration 88Q: 3 clusters Score -2091018 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -2091014.750000 Penalty: 3253.442139 Iteration 89Q: 3 clusters Score -2091015 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15197 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -2091012.125000 Penalty: 3253.442139 Iteration 90Q: 3 clusters Score -2091012 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15206 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -2091009.375000 Penalty: 3253.442139 Iteration 91Q: 3 clusters Score -2091009 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15216 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -2091013.500000 Penalty: 3253.442139 Iteration 92Q: 3 clusters Score -2091014 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -2091011.750000 Penalty: 3253.442139 Iteration 93Q: 3 clusters Score -2091012 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -2091014.000000 Penalty: 3253.442139 Iteration 94Q: 3 clusters Score -2091014 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15239 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -2091013.125000 Penalty: 3253.442139 Iteration 95Q: 3 clusters Score -2091013 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -2091021.000000 Penalty: 3253.442139 Iteration 96Q: 3 clusters Score -2091021 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15267 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -2091021.750000 Penalty: 3253.442139 Iteration 97Q: 3 clusters Score -2091022 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15283 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -2091024.375000 Penalty: 3253.442139 Iteration 98Q: 3 clusters Score -2091024 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15301 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -2091021.000000 Penalty: 3253.442139 Iteration 99Q: 3 clusters Score -2091021 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -2091020.500000 Penalty: 3253.442139 Iteration 100F: 3 clusters Score -2091020 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -2091025.625000 Penalty: 3253.442139 Iteration 101Q: 3 clusters Score -2091026 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15348 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -2091025.875000 Penalty: 3253.442139 Iteration 102Q: 3 clusters Score -2091026 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15365 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -2091028.875000 Penalty: 3253.442139 Iteration 103Q: 3 clusters Score -2091029 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15384 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -2091026.250000 Penalty: 3253.442139 Iteration 104Q: 3 clusters Score -2091026 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15401 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -2091030.875000 Penalty: 3253.442139 Iteration 105Q: 3 clusters Score -2091031 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -2091035.000000 Penalty: 3253.442139 Iteration 106Q: 3 clusters Score -2091035 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15439 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -2091038.500000 Penalty: 3253.442139 Iteration 107Q: 3 clusters Score -2091038 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15461 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -2091045.000000 Penalty: 3253.442139 Iteration 108Q: 3 clusters Score -2091045 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15494 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -2091061.125000 Penalty: 3253.442139 Iteration 109Q: 3 clusters Score -2091061 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15530 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -2091074.125000 Penalty: 3253.442139 Iteration 110Q: 3 clusters Score -2091074 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -2091079.750000 Penalty: 3253.442139 Iteration 111Q: 3 clusters Score -2091080 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15612 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -2091093.750000 Penalty: 3253.442139 Iteration 112Q: 3 clusters Score -2091094 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15660 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -2091120.125000 Penalty: 3253.442139 Iteration 113Q: 3 clusters Score -2091120 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -2091160.750000 Penalty: 3253.442139 Iteration 114Q: 3 clusters Score -2091161 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15793 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -2091243.875000 Penalty: 3253.442139 Iteration 115Q: 3 clusters Score -2091244 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15896 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -2091476.875000 Penalty: 3253.442139 Iteration 116Q: 3 clusters Score -2091477 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16046 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -2092092.375000 Penalty: 3253.442139 Iteration 117Q: 3 clusters Score -2092092 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -2092787.000000 Penalty: 3253.442139 Iteration 118Q: 3 clusters Score -2092787 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -2093756.625000 Penalty: 3253.442139 Iteration 119Q: 3 clusters Score -2093757 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16236 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -2094926.000000 Penalty: 3253.442139 Iteration 120F: 3 clusters Score -2094926 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -2094941.000000 Penalty: 3253.442139 Iteration 121Q: 3 clusters Score -2094941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -2094941.000000 Penalty: 3253.442139 Iteration 122F: 3 clusters Score -2094941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 766 members Mstep: Class 15 contains 16244 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8481 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 1514 members Mstep: Class 24 contains 9613 members Mstep: Class 25 contains 1545 members Mstep: Class 26 contains 1227 members Mstep: Class 27 contains 6017 members Entering Unmasked Estep Score: -8154190.000000 Penalty: 49937.859375 Splitting cluster 15 changes total score from -8138202.000000 to -8154190.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 16 (1913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Entering Unmasked Estep Score: -175570.312500 Penalty: 1227.919556 Iteration 0F: 2 clusters Score -175570.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -173565.406250 Penalty: 2455.839111 Iteration 0F: 3 clusters Score -173565.4 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -174321.390625 Penalty: 2455.839111 Iteration 1F: 3 clusters Score -174321.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -174820.671875 Penalty: 2455.839111 Iteration 2F: 3 clusters Score -174820.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -175164.640625 Penalty: 2455.839111 Iteration 3F: 3 clusters Score -175164.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -175353.203125 Penalty: 2455.839111 Iteration 4F: 3 clusters Score -175353.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -175517.625000 Penalty: 2455.839111 Iteration 5Q: 3 clusters Score -175517.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -175726.578125 Penalty: 2455.839111 Iteration 6Q: 3 clusters Score -175726.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -175853.781250 Penalty: 2455.839111 Iteration 7Q: 3 clusters Score -175853.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -175907.500000 Penalty: 2455.839111 Iteration 8Q: 3 clusters Score -175907.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -175925.515625 Penalty: 2455.839111 Iteration 9Q: 3 clusters Score -175925.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -175933.718750 Penalty: 2455.839111 Iteration 10Q: 3 clusters Score -175933.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -175936.265625 Penalty: 2455.839111 Iteration 11Q: 3 clusters Score -175936.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -175938.609375 Penalty: 2455.839111 Iteration 12Q: 3 clusters Score -175938.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -175940.406250 Penalty: 2455.839111 Iteration 13Q: 3 clusters Score -175940.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -175942.812500 Penalty: 2455.839111 Iteration 14Q: 3 clusters Score -175942.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -175944.015625 Penalty: 2455.839111 Iteration 15Q: 3 clusters Score -175944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -175945.453125 Penalty: 2455.839111 Iteration 16Q: 3 clusters Score -175945.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -175945.875000 Penalty: 2455.839111 Iteration 17Q: 3 clusters Score -175945.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -175945.875000 Penalty: 2455.839111 Iteration 18F: 3 clusters Score -175945.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 766 members Mstep: Class 15 contains 16244 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 8481 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 1514 members Mstep: Class 24 contains 9613 members Mstep: Class 25 contains 1545 members Mstep: Class 26 contains 1227 members Mstep: Class 27 contains 6017 members Mstep: Class 28 contains 935 members Entering Unmasked Estep Score: -8153933.000000 Penalty: 51787.410156 Splitting cluster 16 changes total score from -8138202.000000 to -8153933.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 17 (4630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Entering Unmasked Estep Score: -458929.062500 Penalty: 1371.550781 Iteration 0F: 2 clusters Score -458929.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -455128.750000 Penalty: 2743.101562 Iteration 0F: 3 clusters Score -455128.8 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -456158.812500 Penalty: 2743.101562 Iteration 1F: 3 clusters Score -456158.8 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -456302.656250 Penalty: 2743.101562 Iteration 2F: 3 clusters Score -456302.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -456410.781250 Penalty: 2743.101562 Iteration 3Q: 3 clusters Score -456410.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -456495.625000 Penalty: 2743.101562 Iteration 4Q: 3 clusters Score -456495.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -456560.687500 Penalty: 2743.101562 Iteration 5Q: 3 clusters Score -456560.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -456632.000000 Penalty: 2743.101562 Iteration 6Q: 3 clusters Score -456632 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -456698.437500 Penalty: 2743.101562 Iteration 7Q: 3 clusters Score -456698.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -456766.906250 Penalty: 2743.101562 Iteration 8Q: 3 clusters Score -456766.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -456850.000000 Penalty: 2743.101562 Iteration 9Q: 3 clusters Score -456850 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -456962.062500 Penalty: 2743.101562 Iteration 10Q: 3 clusters Score -456962.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -457125.000000 Penalty: 2743.101562 Iteration 11Q: 3 clusters Score -457125 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -457341.187500 Penalty: 2743.101562 Iteration 12Q: 3 clusters Score -457341.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -457579.562500 Penalty: 2743.101562 Iteration 13F: 3 clusters Score -457579.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -457799.781250 Penalty: 2743.101562 Iteration 14Q: 3 clusters Score -457799.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -457988.750000 Penalty: 2743.101562 Iteration 15Q: 3 clusters Score -457988.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -458137.218750 Penalty: 2743.101562 Iteration 16Q: 3 clusters Score -458137.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -458239.625000 Penalty: 2743.101562 Iteration 17Q: 3 clusters Score -458239.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -458315.843750 Penalty: 2743.101562 Iteration 18Q: 3 clusters Score -458315.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -458367.562500 Penalty: 2743.101562 Iteration 19Q: 3 clusters Score -458367.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -458415.750000 Penalty: 2743.101562 Iteration 20F: 3 clusters Score -458415.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -458465.875000 Penalty: 2743.101562 Iteration 21Q: 3 clusters Score -458465.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -458513.781250 Penalty: 2743.101562 Iteration 22Q: 3 clusters Score -458513.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -458549.250000 Penalty: 2743.101562 Iteration 23Q: 3 clusters Score -458549.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -458563.843750 Penalty: 2743.101562 Iteration 24Q: 3 clusters Score -458563.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -458571.468750 Penalty: 2743.101562 Iteration 25Q: 3 clusters Score -458571.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -458574.031250 Penalty: 2743.101562 Iteration 26Q: 3 clusters Score -458574 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -458574.500000 Penalty: 2743.101562 Iteration 27Q: 3 clusters Score -458574.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -458575.031250 Penalty: 2743.101562 Iteration 28Q: 3 clusters Score -458575 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -458574.750000 Penalty: 2743.101562 Iteration 29Q: 3 clusters Score -458574.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -458576.281250 Penalty: 2743.101562 Iteration 30Q: 3 clusters Score -458576.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -458576.875000 Penalty: 2743.101562 Iteration 31Q: 3 clusters Score -458576.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -458576.968750 Penalty: 2743.101562 Iteration 32Q: 3 clusters Score -458577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -458576.968750 Penalty: 2743.101562 Iteration 33F: 3 clusters Score -458577 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Entering Unmasked Estep Score: -810625.875000 Penalty: 1469.907349 Iteration 0F: 2 clusters Score -810625.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -804580.187500 Penalty: 2939.814697 Iteration 0F: 3 clusters Score -804580.2 nChanged 3596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -808543.375000 Penalty: 2939.814697 Iteration 1F: 3 clusters Score -808543.4 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -813147.500000 Penalty: 2939.814697 Iteration 2F: 3 clusters Score -813147.5 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -816846.625000 Penalty: 2939.814697 Iteration 3F: 3 clusters Score -816846.6 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -817868.187500 Penalty: 2939.814697 Iteration 4F: 3 clusters Score -817868.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -818190.250000 Penalty: 2939.814697 Iteration 5Q: 3 clusters Score -818190.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -818411.187500 Penalty: 2939.814697 Iteration 6Q: 3 clusters Score -818411.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -818582.312500 Penalty: 2939.814697 Iteration 7Q: 3 clusters Score -818582.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -818646.750000 Penalty: 2939.814697 Iteration 8Q: 3 clusters Score -818646.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -818680.187500 Penalty: 2939.814697 Iteration 9Q: 3 clusters Score -818680.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -818680.562500 Penalty: 2939.814697 Iteration 10Q: 3 clusters Score -818680.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -818680.562500 Penalty: 2939.814697 Iteration 11F: 3 clusters Score -818680.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 766 members Mstep: Class 15 contains 16244 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 7221 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 11755 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 1514 members Mstep: Class 24 contains 9613 members Mstep: Class 25 contains 1545 members Mstep: Class 26 contains 1227 members Mstep: Class 27 contains 6017 members Mstep: Class 28 contains 935 members Mstep: Class 29 contains 1260 members Entering Unmasked Estep Score: -8161596.500000 Penalty: 53636.960938 Splitting cluster 18 changes total score from -8138202.000000 to -8161596.500000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 20 (1577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Entering Unmasked Estep Score: -151275.781250 Penalty: 1196.532837 Iteration 0F: 2 clusters Score -151275.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -149426.718750 Penalty: 2393.065674 Iteration 0F: 3 clusters Score -149426.7 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -149847.093750 Penalty: 2393.065674 Iteration 1F: 3 clusters Score -149847.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -149976.343750 Penalty: 2393.065674 Iteration 2F: 3 clusters Score -149976.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -150075.156250 Penalty: 2393.065674 Iteration 3Q: 3 clusters Score -150075.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -150162.437500 Penalty: 2393.065674 Iteration 4Q: 3 clusters Score -150162.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -150245.984375 Penalty: 2393.065674 Iteration 5Q: 3 clusters Score -150246 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -150322.000000 Penalty: 2393.065674 Iteration 6Q: 3 clusters Score -150322 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -150407.453125 Penalty: 2393.065674 Iteration 7Q: 3 clusters Score -150407.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -150546.093750 Penalty: 2393.065674 Iteration 8Q: 3 clusters Score -150546.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -150665.578125 Penalty: 2393.065674 Iteration 9Q: 3 clusters Score -150665.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -150760.796875 Penalty: 2393.065674 Iteration 10Q: 3 clusters Score -150760.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -150794.734375 Penalty: 2393.065674 Iteration 11Q: 3 clusters Score -150794.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -150826.828125 Penalty: 2393.065674 Iteration 12Q: 3 clusters Score -150826.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -150853.421875 Penalty: 2393.065674 Iteration 13Q: 3 clusters Score -150853.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -150873.937500 Penalty: 2393.065674 Iteration 14Q: 3 clusters Score -150873.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -150899.453125 Penalty: 2393.065674 Iteration 15Q: 3 clusters Score -150899.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -150925.796875 Penalty: 2393.065674 Iteration 16Q: 3 clusters Score -150925.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -150947.828125 Penalty: 2393.065674 Iteration 17Q: 3 clusters Score -150947.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -150970.515625 Penalty: 2393.065674 Iteration 18Q: 3 clusters Score -150970.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -150990.390625 Penalty: 2393.065674 Iteration 19Q: 3 clusters Score -150990.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -151013.500000 Penalty: 2393.065674 Iteration 20F: 3 clusters Score -151013.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -151039.953125 Penalty: 2393.065674 Iteration 21Q: 3 clusters Score -151040 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -151070.109375 Penalty: 2393.065674 Iteration 22Q: 3 clusters Score -151070.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -151112.531250 Penalty: 2393.065674 Iteration 23Q: 3 clusters Score -151112.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -151137.437500 Penalty: 2393.065674 Iteration 24Q: 3 clusters Score -151137.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -151150.078125 Penalty: 2393.065674 Iteration 25Q: 3 clusters Score -151150.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -151154.734375 Penalty: 2393.065674 Iteration 26Q: 3 clusters Score -151154.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -151154.734375 Penalty: 2393.065674 Iteration 27F: 3 clusters Score -151154.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (11755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11755 members Entering Unmasked Estep Score: -1145807.625000 Penalty: 1522.955566 Iteration 0F: 2 clusters Score -1145808 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1137513.000000 Penalty: 3045.911133 Iteration 0F: 3 clusters Score -1137513 nChanged 5090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -1140294.125000 Penalty: 3045.911133 Iteration 1F: 3 clusters Score -1140294 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -1140915.375000 Penalty: 3045.911133 Iteration 2F: 3 clusters Score -1140915 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -1142132.125000 Penalty: 3045.911133 Iteration 3F: 3 clusters Score -1142132 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -1143844.750000 Penalty: 3045.911133 Iteration 4F: 3 clusters Score -1143845 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -1145267.000000 Penalty: 3045.911133 Iteration 5F: 3 clusters Score -1145267 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -1146200.500000 Penalty: 3045.911133 Iteration 6F: 3 clusters Score -1146200 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -1146685.500000 Penalty: 3045.911133 Iteration 7Q: 3 clusters Score -1146686 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -1146987.375000 Penalty: 3045.911133 Iteration 8Q: 3 clusters Score -1146987 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 8348 members Entering Unmasked Estep Score: -1147131.125000 Penalty: 3045.911133 Iteration 9Q: 3 clusters Score -1147131 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -1147223.500000 Penalty: 3045.911133 Iteration 10Q: 3 clusters Score -1147224 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -1147277.500000 Penalty: 3045.911133 Iteration 11Q: 3 clusters Score -1147278 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -1147311.000000 Penalty: 3045.911133 Iteration 12Q: 3 clusters Score -1147311 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -1147336.750000 Penalty: 3045.911133 Iteration 13Q: 3 clusters Score -1147337 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 8836 members Entering Unmasked Estep Score: -1147355.375000 Penalty: 3045.911133 Iteration 14Q: 3 clusters Score -1147355 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -1147372.875000 Penalty: 3045.911133 Iteration 15Q: 3 clusters Score -1147373 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -1147384.375000 Penalty: 3045.911133 Iteration 16Q: 3 clusters Score -1147384 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -1147393.000000 Penalty: 3045.911133 Iteration 17Q: 3 clusters Score -1147393 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -1147400.500000 Penalty: 3045.911133 Iteration 18Q: 3 clusters Score -1147400 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -1147406.875000 Penalty: 3045.911133 Iteration 19Q: 3 clusters Score -1147407 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -1147410.750000 Penalty: 3045.911133 Iteration 20F: 3 clusters Score -1147411 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -1147410.875000 Penalty: 3045.911133 Iteration 21Q: 3 clusters Score -1147411 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 9095 members Entering Unmasked Estep Score: -1147418.750000 Penalty: 3045.911133 Iteration 22Q: 3 clusters Score -1147419 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 9115 members Entering Unmasked Estep Score: -1147421.625000 Penalty: 3045.911133 Iteration 23Q: 3 clusters Score -1147422 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -1147425.750000 Penalty: 3045.911133 Iteration 24Q: 3 clusters Score -1147426 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -1147427.750000 Penalty: 3045.911133 Iteration 25Q: 3 clusters Score -1147428 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -1147431.000000 Penalty: 3045.911133 Iteration 26Q: 3 clusters Score -1147431 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -1147434.000000 Penalty: 3045.911133 Iteration 27Q: 3 clusters Score -1147434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -1147434.125000 Penalty: 3045.911133 Iteration 28Q: 3 clusters Score -1147434 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -1147436.625000 Penalty: 3045.911133 Iteration 29Q: 3 clusters Score -1147437 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 9190 members Entering Unmasked Estep Score: -1147435.500000 Penalty: 3045.911133 Iteration 30Q: 3 clusters Score -1147436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 9193 members Entering Unmasked Estep Score: -1147435.875000 Penalty: 3045.911133 Iteration 31Q: 3 clusters Score -1147436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -1147434.250000 Penalty: 3045.911133 Iteration 32Q: 3 clusters Score -1147434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -1147437.000000 Penalty: 3045.911133 Iteration 33Q: 3 clusters Score -1147437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -1147435.375000 Penalty: 3045.911133 Iteration 34Q: 3 clusters Score -1147435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -1147435.375000 Penalty: 3045.911133 Iteration 35F: 3 clusters Score -1147435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 766 members Mstep: Class 15 contains 16244 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 7221 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 2557 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 1514 members Mstep: Class 24 contains 9613 members Mstep: Class 25 contains 1545 members Mstep: Class 26 contains 1227 members Mstep: Class 27 contains 6017 members Mstep: Class 28 contains 935 members Mstep: Class 29 contains 1260 members Mstep: Class 30 contains 9198 members Entering Unmasked Estep Score: -8162892.000000 Penalty: 55486.511719 Splitting cluster 21 changes total score from -8138202.000000 to -8162892.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 22 (1776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Entering Unmasked Estep Score: -176327.609375 Penalty: 1215.844360 Iteration 0F: 2 clusters Score -176327.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -174354.250000 Penalty: 2431.688721 Iteration 0F: 3 clusters Score -174354.2 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -174761.968750 Penalty: 2431.688721 Iteration 1F: 3 clusters Score -174762 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -174856.312500 Penalty: 2431.688721 Iteration 2F: 3 clusters Score -174856.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -174920.171875 Penalty: 2431.688721 Iteration 3Q: 3 clusters Score -174920.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -174967.718750 Penalty: 2431.688721 Iteration 4Q: 3 clusters Score -174967.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -174992.687500 Penalty: 2431.688721 Iteration 5Q: 3 clusters Score -174992.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -175004.109375 Penalty: 2431.688721 Iteration 6Q: 3 clusters Score -175004.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -175009.968750 Penalty: 2431.688721 Iteration 7Q: 3 clusters Score -175010 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -175014.281250 Penalty: 2431.688721 Iteration 8Q: 3 clusters Score -175014.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -175021.250000 Penalty: 2431.688721 Iteration 9Q: 3 clusters Score -175021.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -175028.140625 Penalty: 2431.688721 Iteration 10Q: 3 clusters Score -175028.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -175034.765625 Penalty: 2431.688721 Iteration 11Q: 3 clusters Score -175034.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -175040.765625 Penalty: 2431.688721 Iteration 12Q: 3 clusters Score -175040.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -175045.750000 Penalty: 2431.688721 Iteration 13Q: 3 clusters Score -175045.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -175051.875000 Penalty: 2431.688721 Iteration 14Q: 3 clusters Score -175051.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -175058.828125 Penalty: 2431.688721 Iteration 15Q: 3 clusters Score -175058.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -175067.343750 Penalty: 2431.688721 Iteration 16Q: 3 clusters Score -175067.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -175074.250000 Penalty: 2431.688721 Iteration 17Q: 3 clusters Score -175074.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -175081.312500 Penalty: 2431.688721 Iteration 18Q: 3 clusters Score -175081.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -175087.343750 Penalty: 2431.688721 Iteration 19Q: 3 clusters Score -175087.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -175090.875000 Penalty: 2431.688721 Iteration 20F: 3 clusters Score -175090.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -175092.671875 Penalty: 2431.688721 Iteration 21Q: 3 clusters Score -175092.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -175095.140625 Penalty: 2431.688721 Iteration 22Q: 3 clusters Score -175095.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -175096.390625 Penalty: 2431.688721 Iteration 23Q: 3 clusters Score -175096.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -175098.546875 Penalty: 2431.688721 Iteration 24Q: 3 clusters Score -175098.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -175102.109375 Penalty: 2431.688721 Iteration 25Q: 3 clusters Score -175102.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -175106.812500 Penalty: 2431.688721 Iteration 26Q: 3 clusters Score -175106.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -175108.062500 Penalty: 2431.688721 Iteration 27Q: 3 clusters Score -175108.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -175110.125000 Penalty: 2431.688721 Iteration 28Q: 3 clusters Score -175110.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -175112.375000 Penalty: 2431.688721 Iteration 29Q: 3 clusters Score -175112.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -175115.343750 Penalty: 2431.688721 Iteration 30Q: 3 clusters Score -175115.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -175117.640625 Penalty: 2431.688721 Iteration 31Q: 3 clusters Score -175117.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -175121.656250 Penalty: 2431.688721 Iteration 32Q: 3 clusters Score -175121.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -175122.937500 Penalty: 2431.688721 Iteration 33Q: 3 clusters Score -175122.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -175124.265625 Penalty: 2431.688721 Iteration 34Q: 3 clusters Score -175124.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -175127.937500 Penalty: 2431.688721 Iteration 35Q: 3 clusters Score -175127.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -175130.625000 Penalty: 2431.688721 Iteration 36Q: 3 clusters Score -175130.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -175133.921875 Penalty: 2431.688721 Iteration 37Q: 3 clusters Score -175133.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -175141.453125 Penalty: 2431.688721 Iteration 38Q: 3 clusters Score -175141.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -175145.812500 Penalty: 2431.688721 Iteration 39Q: 3 clusters Score -175145.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -175147.718750 Penalty: 2431.688721 Iteration 40F: 3 clusters Score -175147.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -175149.390625 Penalty: 2431.688721 Iteration 41Q: 3 clusters Score -175149.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -175149.859375 Penalty: 2431.688721 Iteration 42Q: 3 clusters Score -175149.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -175150.437500 Penalty: 2431.688721 Iteration 43Q: 3 clusters Score -175150.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -175150.484375 Penalty: 2431.688721 Iteration 44Q: 3 clusters Score -175150.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -175151.250000 Penalty: 2431.688721 Iteration 45Q: 3 clusters Score -175151.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -175152.531250 Penalty: 2431.688721 Iteration 46Q: 3 clusters Score -175152.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -175154.734375 Penalty: 2431.688721 Iteration 47Q: 3 clusters Score -175154.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -175156.187500 Penalty: 2431.688721 Iteration 48Q: 3 clusters Score -175156.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -175156.578125 Penalty: 2431.688721 Iteration 49Q: 3 clusters Score -175156.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -175156.578125 Penalty: 2431.688721 Iteration 50F: 3 clusters Score -175156.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (9613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Entering Unmasked Estep Score: -948793.125000 Penalty: 1490.266602 Iteration 0F: 2 clusters Score -948793.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -941914.000000 Penalty: 2980.533203 Iteration 0F: 3 clusters Score -941914 nChanged 4100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -944534.437500 Penalty: 2980.533203 Iteration 1F: 3 clusters Score -944534.4 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -945272.437500 Penalty: 2980.533203 Iteration 2F: 3 clusters Score -945272.4 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -946137.250000 Penalty: 2980.533203 Iteration 3F: 3 clusters Score -946137.2 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -946797.875000 Penalty: 2980.533203 Iteration 4F: 3 clusters Score -946797.9 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -947322.437500 Penalty: 2980.533203 Iteration 5F: 3 clusters Score -947322.4 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -947739.937500 Penalty: 2980.533203 Iteration 6F: 3 clusters Score -947739.9 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -948084.437500 Penalty: 2980.533203 Iteration 7Q: 3 clusters Score -948084.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -948328.750000 Penalty: 2980.533203 Iteration 8Q: 3 clusters Score -948328.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -948567.750000 Penalty: 2980.533203 Iteration 9Q: 3 clusters Score -948567.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 8258 members Entering Unmasked Estep Score: -948839.812500 Penalty: 2980.533203 Iteration 10Q: 3 clusters Score -948839.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -949091.875000 Penalty: 2980.533203 Iteration 11Q: 3 clusters Score -949091.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -949368.000000 Penalty: 2980.533203 Iteration 12Q: 3 clusters Score -949368 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -949585.937500 Penalty: 2980.533203 Iteration 13Q: 3 clusters Score -949585.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -949709.125000 Penalty: 2980.533203 Iteration 14Q: 3 clusters Score -949709.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -949760.375000 Penalty: 2980.533203 Iteration 15Q: 3 clusters Score -949760.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -949770.125000 Penalty: 2980.533203 Iteration 16Q: 3 clusters Score -949770.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -949774.625000 Penalty: 2980.533203 Iteration 17Q: 3 clusters Score -949774.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -949775.437500 Penalty: 2980.533203 Iteration 18Q: 3 clusters Score -949775.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 8731 members Entering Unmasked Estep Score: -949778.125000 Penalty: 2980.533203 Iteration 19Q: 3 clusters Score -949778.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -949779.312500 Penalty: 2980.533203 Iteration 20F: 3 clusters Score -949779.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 766 members Mstep: Class 15 contains 16244 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 7221 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 2557 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 1514 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 1545 members Mstep: Class 26 contains 1227 members Mstep: Class 27 contains 6017 members Mstep: Class 28 contains 935 members Mstep: Class 29 contains 1260 members Mstep: Class 30 contains 9198 members Mstep: Class 31 contains 8732 members Entering Unmasked Estep Score: -8163506.000000 Penalty: 57336.062500 Splitting cluster 24 changes total score from -8138202.000000 to -8163506.000000 So it's getting split into cluster 31. Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1123 members Mstep: Class 3 contains 6418 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 813 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 2333 members Mstep: Class 9 contains 1732 members Mstep: Class 10 contains 2190 members Mstep: Class 12 contains 406 members Mstep: Class 14 contains 766 members Mstep: Class 15 contains 16244 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 4630 members Mstep: Class 18 contains 7221 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 2557 members Mstep: Class 22 contains 1776 members Mstep: Class 24 contains 881 members Entering Unmasked Estep ConsiderDeletion Score: -8167196.000000 Penalty: 57336.062500 Iteration 39Q: 32 clusters Score -8167196 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1128 members Mstep: Class 3 contains 6351 members Mstep: Class 4 contains 702 members Mstep: Class 5 contains 756 members Mstep: Class 6 contains 1000 members Mstep: Class 7 contains 529 members Mstep: Class 8 contains 2227 members Mstep: Class 9 contains 1725 members Mstep: Class 10 contains 2094 members Mstep: Class 11 contains 1597 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 554 members Mstep: Class 14 contains 1002 members Mstep: Class 15 contains 16056 members Mstep: Class 16 contains 1038 members Mstep: Class 17 contains 4640 members Mstep: Class 18 contains 7267 members Mstep: Class 19 contains 809 members Mstep: Class 20 contains 1595 members Mstep: Class 21 contains 2586 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1536 members Mstep: Class 24 contains 995 members Mstep: Class 25 contains 1400 members Mstep: Class 26 contains 1212 members Mstep: Class 27 contains 5958 members Mstep: Class 28 contains 922 members Mstep: Class 29 contains 1387 members Mstep: Class 30 contains 9163 members Mstep: Class 31 contains 8681 members Entering Unmasked Estep ConsiderDeletion Score: -8170742.000000 Penalty: 57336.062500 Iteration 40F: 32 clusters Score -8170742 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1128 members Mstep: Class 3 contains 6323 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 684 members Mstep: Class 6 contains 1044 members Mstep: Class 7 contains 619 members Mstep: Class 8 contains 2136 members Mstep: Class 9 contains 1743 members Mstep: Class 10 contains 2025 members Mstep: Class 11 contains 1595 members Mstep: Class 12 contains 395 members Mstep: Class 13 contains 565 members Mstep: Class 14 contains 1084 members Mstep: Class 15 contains 15883 members Mstep: Class 16 contains 1061 members Mstep: Class 17 contains 4621 members Mstep: Class 18 contains 7258 members Mstep: Class 19 contains 802 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 2592 members Mstep: Class 22 contains 1763 members Mstep: Class 23 contains 1560 members Mstep: Class 24 contains 1074 members Mstep: Class 25 contains 1287 members Mstep: Class 26 contains 1211 members Mstep: Class 27 contains 5920 members Mstep: Class 28 contains 945 members Mstep: Class 29 contains 1521 members Mstep: Class 30 contains 9172 members Mstep: Class 31 contains 8674 members Entering Unmasked Estep ConsiderDeletion Score: -8172413.500000 Penalty: 57336.062500 Iteration 41Q: 32 clusters Score -8172414 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 6313 members Mstep: Class 4 contains 1083 members Mstep: Class 5 contains 644 members Mstep: Class 6 contains 1064 members Mstep: Class 7 contains 681 members Mstep: Class 8 contains 2070 members Mstep: Class 9 contains 1755 members Mstep: Class 10 contains 1964 members Mstep: Class 11 contains 1579 members Mstep: Class 12 contains 388 members Mstep: Class 13 contains 567 members Mstep: Class 14 contains 1132 members Mstep: Class 15 contains 15745 members Mstep: Class 16 contains 1103 members Mstep: Class 17 contains 4608 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 809 members Mstep: Class 20 contains 1595 members Mstep: Class 21 contains 2598 members Mstep: Class 22 contains 1758 members Mstep: Class 23 contains 1561 members Mstep: Class 24 contains 1117 members Mstep: Class 25 contains 1177 members Mstep: Class 26 contains 1205 members Mstep: Class 27 contains 5874 members Mstep: Class 28 contains 951 members Mstep: Class 29 contains 1633 members Mstep: Class 30 contains 9176 members Mstep: Class 31 contains 8674 members Entering Unmasked Estep ConsiderDeletion Score: -8173351.000000 Penalty: 57336.062500 Iteration 42Q: 32 clusters Score -8173351 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1223 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 1072 members Mstep: Class 7 contains 708 members Mstep: Class 8 contains 2032 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1923 members Mstep: Class 11 contains 1572 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 568 members Mstep: Class 14 contains 1160 members Mstep: Class 15 contains 15633 members Mstep: Class 16 contains 1119 members Mstep: Class 17 contains 4600 members Mstep: Class 18 contains 7258 members Mstep: Class 19 contains 818 members Mstep: Class 20 contains 1601 members Mstep: Class 21 contains 2592 members Mstep: Class 22 contains 1759 members Mstep: Class 23 contains 1563 members Mstep: Class 24 contains 1142 members Mstep: Class 25 contains 1086 members Mstep: Class 26 contains 1200 members Mstep: Class 27 contains 5847 members Mstep: Class 28 contains 961 members Mstep: Class 29 contains 1724 members Mstep: Class 30 contains 9181 members Mstep: Class 31 contains 8675 members Entering Unmasked Estep ConsiderDeletion Score: -8173810.500000 Penalty: 57336.062500 Iteration 43Q: 32 clusters Score -8173810 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6314 members Mstep: Class 4 contains 1324 members Mstep: Class 5 contains 597 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 719 members Mstep: Class 8 contains 2002 members Mstep: Class 9 contains 1757 members Mstep: Class 10 contains 1903 members Mstep: Class 11 contains 1566 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 567 members Mstep: Class 14 contains 1178 members Mstep: Class 15 contains 15557 members Mstep: Class 16 contains 1133 members Mstep: Class 17 contains 4593 members Mstep: Class 18 contains 7257 members Mstep: Class 19 contains 823 members Mstep: Class 20 contains 1606 members Mstep: Class 21 contains 2581 members Mstep: Class 22 contains 1760 members Mstep: Class 23 contains 1562 members Mstep: Class 24 contains 1166 members Mstep: Class 25 contains 1029 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 5824 members Mstep: Class 28 contains 976 members Mstep: Class 29 contains 1777 members Mstep: Class 30 contains 9188 members Mstep: Class 31 contains 8672 members Entering Unmasked Estep ConsiderDeletion Score: -8174106.000000 Penalty: 57336.062500 Iteration 44Q: 32 clusters Score -8174106 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1397 members Mstep: Class 5 contains 576 members Mstep: Class 6 contains 1089 members Mstep: Class 7 contains 732 members Mstep: Class 8 contains 1985 members Mstep: Class 9 contains 1755 members Mstep: Class 10 contains 1890 members Mstep: Class 11 contains 1561 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 570 members Mstep: Class 14 contains 1187 members Mstep: Class 15 contains 15493 members Mstep: Class 16 contains 1140 members Mstep: Class 17 contains 4587 members Mstep: Class 18 contains 7256 members Mstep: Class 19 contains 826 members Mstep: Class 20 contains 1610 members Mstep: Class 21 contains 2579 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 1563 members Mstep: Class 24 contains 1183 members Mstep: Class 25 contains 1001 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 5811 members Mstep: Class 28 contains 984 members Mstep: Class 29 contains 1805 members Mstep: Class 30 contains 9193 members Mstep: Class 31 contains 8665 members Entering Unmasked Estep ConsiderDeletion Score: -8174276.000000 Penalty: 57336.062500 Iteration 45Q: 32 clusters Score -8174276 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6314 members Mstep: Class 4 contains 1453 members Mstep: Class 5 contains 565 members Mstep: Class 6 contains 1094 members Mstep: Class 7 contains 738 members Mstep: Class 8 contains 1976 members Mstep: Class 9 contains 1755 members Mstep: Class 10 contains 1886 members Mstep: Class 11 contains 1558 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 568 members Mstep: Class 14 contains 1188 members Mstep: Class 15 contains 15449 members Mstep: Class 16 contains 1142 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7254 members Mstep: Class 19 contains 828 members Mstep: Class 20 contains 1616 members Mstep: Class 21 contains 2576 members Mstep: Class 22 contains 1764 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1190 members Mstep: Class 25 contains 990 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5801 members Mstep: Class 28 contains 991 members Mstep: Class 29 contains 1817 members Mstep: Class 30 contains 9195 members Mstep: Class 31 contains 8661 members Entering Unmasked Estep ConsiderDeletion Score: -8174344.500000 Penalty: 57336.062500 Iteration 46Q: 32 clusters Score -8174344 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6316 members Mstep: Class 4 contains 1493 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 1104 members Mstep: Class 7 contains 744 members Mstep: Class 8 contains 1965 members Mstep: Class 9 contains 1755 members Mstep: Class 10 contains 1879 members Mstep: Class 11 contains 1557 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 568 members Mstep: Class 14 contains 1189 members Mstep: Class 15 contains 15409 members Mstep: Class 16 contains 1154 members Mstep: Class 17 contains 4579 members Mstep: Class 18 contains 7251 members Mstep: Class 19 contains 828 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2576 members Mstep: Class 22 contains 1765 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1193 members Mstep: Class 25 contains 983 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 5797 members Mstep: Class 28 contains 992 members Mstep: Class 29 contains 1825 members Mstep: Class 30 contains 9195 members Mstep: Class 31 contains 8661 members Entering Unmasked Estep ConsiderDeletion Score: -8174394.000000 Penalty: 57336.062500 Iteration 47Q: 32 clusters Score -8174394 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6311 members Mstep: Class 4 contains 1522 members Mstep: Class 5 contains 547 members Mstep: Class 6 contains 1117 members Mstep: Class 7 contains 748 members Mstep: Class 8 contains 1956 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1866 members Mstep: Class 11 contains 1555 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 568 members Mstep: Class 14 contains 1193 members Mstep: Class 15 contains 15384 members Mstep: Class 16 contains 1157 members Mstep: Class 17 contains 4580 members Mstep: Class 18 contains 7250 members Mstep: Class 19 contains 829 members Mstep: Class 20 contains 1620 members Mstep: Class 21 contains 2574 members Mstep: Class 22 contains 1767 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1197 members Mstep: Class 25 contains 978 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 5794 members Mstep: Class 28 contains 994 members Mstep: Class 29 contains 1831 members Mstep: Class 30 contains 9196 members Mstep: Class 31 contains 8661 members Entering Unmasked Estep ConsiderDeletion Score: -8174445.000000 Penalty: 57336.062500 Iteration 48Q: 32 clusters Score -8174445 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 1546 members Mstep: Class 5 contains 544 members Mstep: Class 6 contains 1129 members Mstep: Class 7 contains 752 members Mstep: Class 8 contains 1946 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1862 members Mstep: Class 11 contains 1553 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 570 members Mstep: Class 14 contains 1194 members Mstep: Class 15 contains 15361 members Mstep: Class 16 contains 1155 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7249 members Mstep: Class 19 contains 830 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2571 members Mstep: Class 22 contains 1767 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1207 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 5791 members Mstep: Class 28 contains 996 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9197 members Mstep: Class 31 contains 8658 members Entering Unmasked Estep ConsiderDeletion Score: -8174503.000000 Penalty: 57336.062500 Iteration 49Q: 32 clusters Score -8174503 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6311 members Mstep: Class 4 contains 1566 members Mstep: Class 5 contains 540 members Mstep: Class 6 contains 1132 members Mstep: Class 7 contains 755 members Mstep: Class 8 contains 1932 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1860 members Mstep: Class 11 contains 1552 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 572 members Mstep: Class 14 contains 1195 members Mstep: Class 15 contains 15343 members Mstep: Class 16 contains 1155 members Mstep: Class 17 contains 4582 members Mstep: Class 18 contains 7249 members Mstep: Class 19 contains 830 members Mstep: Class 20 contains 1617 members Mstep: Class 21 contains 2571 members Mstep: Class 22 contains 1767 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1218 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 5789 members Mstep: Class 28 contains 996 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9199 members Mstep: Class 31 contains 8656 members Entering Unmasked Estep ConsiderDeletion Score: -8174534.500000 Penalty: 57336.062500 Iteration 50Q: 32 clusters Score -8174534 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6313 members Mstep: Class 4 contains 1588 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 1132 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 1919 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1856 members Mstep: Class 11 contains 1551 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 573 members Mstep: Class 14 contains 1195 members Mstep: Class 15 contains 15326 members Mstep: Class 16 contains 1157 members Mstep: Class 17 contains 4582 members Mstep: Class 18 contains 7249 members Mstep: Class 19 contains 830 members Mstep: Class 20 contains 1617 members Mstep: Class 21 contains 2569 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1227 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 5788 members Mstep: Class 28 contains 997 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9200 members Mstep: Class 31 contains 8656 members Entering Unmasked Estep ConsiderDeletion Score: -8174569.000000 Penalty: 57336.062500 Iteration 51Q: 32 clusters Score -8174569 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6314 members Mstep: Class 4 contains 1610 members Mstep: Class 5 contains 531 members Mstep: Class 6 contains 1137 members Mstep: Class 7 contains 762 members Mstep: Class 8 contains 1908 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1853 members Mstep: Class 11 contains 1550 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 575 members Mstep: Class 14 contains 1195 members Mstep: Class 15 contains 15305 members Mstep: Class 16 contains 1155 members Mstep: Class 17 contains 4582 members Mstep: Class 18 contains 7250 members Mstep: Class 19 contains 830 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2568 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1234 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 5786 members Mstep: Class 28 contains 998 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9201 members Mstep: Class 31 contains 8657 members Entering Unmasked Estep ConsiderDeletion Score: -8174603.000000 Penalty: 57336.062500 Iteration 52Q: 32 clusters Score -8174603 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6314 members Mstep: Class 4 contains 1625 members Mstep: Class 5 contains 529 members Mstep: Class 6 contains 1141 members Mstep: Class 7 contains 766 members Mstep: Class 8 contains 1903 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1849 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1196 members Mstep: Class 15 contains 15291 members Mstep: Class 16 contains 1155 members Mstep: Class 17 contains 4582 members Mstep: Class 18 contains 7249 members Mstep: Class 19 contains 830 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2568 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1235 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 999 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9202 members Mstep: Class 31 contains 8658 members Entering Unmasked Estep ConsiderDeletion Score: -8174609.000000 Penalty: 57336.062500 Iteration 53Q: 32 clusters Score -8174609 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6313 members Mstep: Class 4 contains 1633 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1145 members Mstep: Class 7 contains 766 members Mstep: Class 8 contains 1899 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1848 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1198 members Mstep: Class 15 contains 15285 members Mstep: Class 16 contains 1155 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7250 members Mstep: Class 19 contains 831 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2567 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1237 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 999 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9203 members Mstep: Class 31 contains 8655 members Entering Unmasked Estep ConsiderDeletion Score: -8174609.000000 Penalty: 57336.062500 Iteration 54Q: 32 clusters Score -8174609 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6312 members Mstep: Class 4 contains 1645 members Mstep: Class 5 contains 527 members Mstep: Class 6 contains 1148 members Mstep: Class 7 contains 764 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1849 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1198 members Mstep: Class 15 contains 15275 members Mstep: Class 16 contains 1154 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7251 members Mstep: Class 19 contains 833 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2567 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1238 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5783 members Mstep: Class 28 contains 999 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9203 members Mstep: Class 31 contains 8654 members Entering Unmasked Estep ConsiderDeletion Score: -8174637.000000 Penalty: 57336.062500 Iteration 55Q: 32 clusters Score -8174637 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6312 members Mstep: Class 4 contains 1653 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1151 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 1887 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1847 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1199 members Mstep: Class 15 contains 15269 members Mstep: Class 16 contains 1154 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7251 members Mstep: Class 19 contains 834 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2566 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1239 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 999 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9203 members Mstep: Class 31 contains 8658 members Entering Unmasked Estep ConsiderDeletion Score: -8174635.000000 Penalty: 57336.062500 Iteration 56Q: 32 clusters Score -8174635 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6313 members Mstep: Class 4 contains 1662 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1149 members Mstep: Class 7 contains 766 members Mstep: Class 8 contains 1883 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1847 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1199 members Mstep: Class 15 contains 15261 members Mstep: Class 16 contains 1153 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7251 members Mstep: Class 19 contains 834 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2566 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1239 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 999 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9205 members Mstep: Class 31 contains 8660 members Entering Unmasked Estep ConsiderDeletion Score: -8174631.500000 Penalty: 57336.062500 Iteration 57Q: 32 clusters Score -8174632 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6313 members Mstep: Class 4 contains 1668 members Mstep: Class 5 contains 530 members Mstep: Class 6 contains 1150 members Mstep: Class 7 contains 766 members Mstep: Class 8 contains 1879 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1847 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1199 members Mstep: Class 15 contains 15255 members Mstep: Class 16 contains 1153 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7251 members Mstep: Class 19 contains 834 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2565 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1239 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 999 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9205 members Mstep: Class 31 contains 8662 members Entering Unmasked Estep ConsiderDeletion Score: -8174638.500000 Penalty: 57336.062500 Iteration 58Q: 32 clusters Score -8174638 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6312 members Mstep: Class 4 contains 1674 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 1151 members Mstep: Class 7 contains 767 members Mstep: Class 8 contains 1869 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1847 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1199 members Mstep: Class 15 contains 15249 members Mstep: Class 16 contains 1152 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7252 members Mstep: Class 19 contains 834 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2564 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1239 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 999 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9206 members Mstep: Class 31 contains 8668 members Entering Unmasked Estep ConsiderDeletion Score: -8174659.500000 Penalty: 57336.062500 Iteration 59Q: 32 clusters Score -8174660 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6312 members Mstep: Class 4 contains 1681 members Mstep: Class 5 contains 534 members Mstep: Class 6 contains 1153 members Mstep: Class 7 contains 767 members Mstep: Class 8 contains 1858 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1847 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1199 members Mstep: Class 15 contains 15243 members Mstep: Class 16 contains 1152 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7252 members Mstep: Class 19 contains 834 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2562 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1239 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1197 members Mstep: Class 27 contains 5781 members Mstep: Class 28 contains 999 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9207 members Mstep: Class 31 contains 8677 members Entering Unmasked Estep ConsiderDeletion Score: -8174734.500000 Penalty: 57336.062500 Iteration 60F: 32 clusters Score -8174734 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6313 members Mstep: Class 4 contains 1684 members Mstep: Class 5 contains 522 members Mstep: Class 6 contains 1155 members Mstep: Class 7 contains 819 members Mstep: Class 8 contains 1849 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1812 members Mstep: Class 11 contains 1549 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1202 members Mstep: Class 15 contains 15240 members Mstep: Class 16 contains 1149 members Mstep: Class 17 contains 4581 members Mstep: Class 18 contains 7253 members Mstep: Class 19 contains 834 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2561 members Mstep: Class 22 contains 1769 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1240 members Mstep: Class 25 contains 974 members Mstep: Class 26 contains 1195 members Mstep: Class 27 contains 5781 members Mstep: Class 28 contains 997 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9208 members Mstep: Class 31 contains 8682 members Entering Unmasked Estep ConsiderDeletion Score: -8174886.000000 Penalty: 57336.062500 Iteration 61Q: 32 clusters Score -8174886 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6314 members Mstep: Class 4 contains 1685 members Mstep: Class 5 contains 514 members Mstep: Class 6 contains 1160 members Mstep: Class 7 contains 848 members Mstep: Class 8 contains 1841 members Mstep: Class 9 contains 1756 members Mstep: Class 10 contains 1788 members Mstep: Class 11 contains 1547 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1206 members Mstep: Class 15 contains 15238 members Mstep: Class 16 contains 1147 members Mstep: Class 17 contains 4580 members Mstep: Class 18 contains 7254 members Mstep: Class 19 contains 839 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2561 members Mstep: Class 22 contains 1770 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1240 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1196 members Mstep: Class 27 contains 5779 members Mstep: Class 28 contains 997 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 9208 members Mstep: Class 31 contains 8685 members Entering Unmasked Estep ConsiderDeletion Score: -8174963.500000 Penalty: 57336.062500 Iteration 62Q: 32 clusters Score -8174964 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6313 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 510 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 867 members Mstep: Class 8 contains 1838 members Mstep: Class 9 contains 1757 members Mstep: Class 10 contains 1767 members Mstep: Class 11 contains 1546 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1211 members Mstep: Class 15 contains 15237 members Mstep: Class 16 contains 1139 members Mstep: Class 17 contains 4580 members Mstep: Class 18 contains 7254 members Mstep: Class 19 contains 845 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2560 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1564 members Mstep: Class 24 contains 1240 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1200 members Mstep: Class 27 contains 5779 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9208 members Mstep: Class 31 contains 8685 members Entering Unmasked Estep ConsiderDeletion Score: -8175028.000000 Penalty: 57336.062500 Iteration 63Q: 32 clusters Score -8175028 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 1173 members Mstep: Class 7 contains 884 members Mstep: Class 8 contains 1832 members Mstep: Class 9 contains 1757 members Mstep: Class 10 contains 1741 members Mstep: Class 11 contains 1547 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1216 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1135 members Mstep: Class 17 contains 4583 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 847 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2559 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1563 members Mstep: Class 24 contains 1240 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1200 members Mstep: Class 27 contains 5780 members Mstep: Class 28 contains 994 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9209 members Mstep: Class 31 contains 8687 members Entering Unmasked Estep ConsiderDeletion Score: -8175070.000000 Penalty: 57336.062500 Iteration 64Q: 32 clusters Score -8175070 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 506 members Mstep: Class 6 contains 1174 members Mstep: Class 7 contains 889 members Mstep: Class 8 contains 1826 members Mstep: Class 9 contains 1757 members Mstep: Class 10 contains 1724 members Mstep: Class 11 contains 1546 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1219 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4583 members Mstep: Class 18 contains 7257 members Mstep: Class 19 contains 853 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2558 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 1562 members Mstep: Class 24 contains 1240 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1203 members Mstep: Class 27 contains 5780 members Mstep: Class 28 contains 994 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9209 members Mstep: Class 31 contains 8692 members Entering Unmasked Estep ConsiderDeletion Score: -8175089.000000 Penalty: 57336.062500 Iteration 65Q: 32 clusters Score -8175089 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 506 members Mstep: Class 6 contains 1177 members Mstep: Class 7 contains 887 members Mstep: Class 8 contains 1823 members Mstep: Class 9 contains 1758 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1544 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1222 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4583 members Mstep: Class 18 contains 7257 members Mstep: Class 19 contains 857 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2557 members Mstep: Class 22 contains 1774 members Mstep: Class 23 contains 1561 members Mstep: Class 24 contains 1241 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1203 members Mstep: Class 27 contains 5780 members Mstep: Class 28 contains 994 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9210 members Mstep: Class 31 contains 8692 members Entering Unmasked Estep ConsiderDeletion Score: -8175111.500000 Penalty: 57336.062500 Iteration 66Q: 32 clusters Score -8175112 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 1177 members Mstep: Class 7 contains 888 members Mstep: Class 8 contains 1821 members Mstep: Class 9 contains 1760 members Mstep: Class 10 contains 1711 members Mstep: Class 11 contains 1544 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1137 members Mstep: Class 17 contains 4582 members Mstep: Class 18 contains 7257 members Mstep: Class 19 contains 860 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2556 members Mstep: Class 22 contains 1774 members Mstep: Class 23 contains 1559 members Mstep: Class 24 contains 1241 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1205 members Mstep: Class 27 contains 5780 members Mstep: Class 28 contains 994 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9211 members Mstep: Class 31 contains 8692 members Entering Unmasked Estep ConsiderDeletion Score: -8175131.000000 Penalty: 57336.062500 Iteration 67Q: 32 clusters Score -8175131 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 1178 members Mstep: Class 7 contains 887 members Mstep: Class 8 contains 1816 members Mstep: Class 9 contains 1762 members Mstep: Class 10 contains 1710 members Mstep: Class 11 contains 1543 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1139 members Mstep: Class 17 contains 4579 members Mstep: Class 18 contains 7257 members Mstep: Class 19 contains 864 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2556 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1240 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1205 members Mstep: Class 27 contains 5781 members Mstep: Class 28 contains 994 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9212 members Mstep: Class 31 contains 8696 members Entering Unmasked Estep ConsiderDeletion Score: -8175154.000000 Penalty: 57336.062500 Iteration 68Q: 32 clusters Score -8175154 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 1182 members Mstep: Class 7 contains 890 members Mstep: Class 8 contains 1802 members Mstep: Class 9 contains 1764 members Mstep: Class 10 contains 1707 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1137 members Mstep: Class 17 contains 4579 members Mstep: Class 18 contains 7256 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2556 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1240 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1204 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9212 members Mstep: Class 31 contains 8706 members Entering Unmasked Estep ConsiderDeletion Score: -8175193.000000 Penalty: 57336.062500 Iteration 69Q: 32 clusters Score -8175193 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 1185 members Mstep: Class 7 contains 892 members Mstep: Class 8 contains 1791 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1703 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1137 members Mstep: Class 17 contains 4579 members Mstep: Class 18 contains 7256 members Mstep: Class 19 contains 868 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2556 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1240 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1204 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 994 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9212 members Mstep: Class 31 contains 8713 members Entering Unmasked Estep ConsiderDeletion Score: -8175195.000000 Penalty: 57336.062500 Iteration 70Q: 32 clusters Score -8175195 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6316 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 503 members Mstep: Class 6 contains 1187 members Mstep: Class 7 contains 890 members Mstep: Class 8 contains 1783 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1701 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15234 members Mstep: Class 16 contains 1137 members Mstep: Class 17 contains 4578 members Mstep: Class 18 contains 7256 members Mstep: Class 19 contains 871 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2556 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1242 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1204 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 996 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9213 members Mstep: Class 31 contains 8716 members Entering Unmasked Estep ConsiderDeletion Score: -8175203.500000 Penalty: 57336.062500 Iteration 71Q: 32 clusters Score -8175204 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6314 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 888 members Mstep: Class 8 contains 1769 members Mstep: Class 9 contains 1766 members Mstep: Class 10 contains 1700 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4578 members Mstep: Class 18 contains 7258 members Mstep: Class 19 contains 874 members Mstep: Class 20 contains 1619 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1244 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1204 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9213 members Mstep: Class 31 contains 8726 members Entering Unmasked Estep ConsiderDeletion Score: -8175222.000000 Penalty: 57336.062500 Iteration 72Q: 32 clusters Score -8175222 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6313 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 498 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 886 members Mstep: Class 8 contains 1752 members Mstep: Class 9 contains 1767 members Mstep: Class 10 contains 1698 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15234 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4578 members Mstep: Class 18 contains 7259 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1245 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1205 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9213 members Mstep: Class 31 contains 8733 members Entering Unmasked Estep ConsiderDeletion Score: -8175263.500000 Penalty: 57336.062500 Iteration 73Q: 32 clusters Score -8175264 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6311 members Mstep: Class 4 contains 1686 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 1223 members Mstep: Class 7 contains 888 members Mstep: Class 8 contains 1744 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1696 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15233 members Mstep: Class 16 contains 1135 members Mstep: Class 17 contains 4578 members Mstep: Class 18 contains 7259 members Mstep: Class 19 contains 877 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1247 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1205 members Mstep: Class 27 contains 5782 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9212 members Mstep: Class 31 contains 8731 members Entering Unmasked Estep ConsiderDeletion Score: -8175278.500000 Penalty: 57336.062500 Iteration 74Q: 32 clusters Score -8175278 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6312 members Mstep: Class 4 contains 1687 members Mstep: Class 5 contains 490 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 889 members Mstep: Class 8 contains 1733 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1694 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15235 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4578 members Mstep: Class 18 contains 7259 members Mstep: Class 19 contains 877 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1249 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5783 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9215 members Mstep: Class 31 contains 8729 members Entering Unmasked Estep ConsiderDeletion Score: -8175283.500000 Penalty: 57336.062500 Iteration 75Q: 32 clusters Score -8175284 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6312 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 1239 members Mstep: Class 7 contains 891 members Mstep: Class 8 contains 1718 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1695 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15233 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7261 members Mstep: Class 19 contains 877 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1256 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1206 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9216 members Mstep: Class 31 contains 8727 members Entering Unmasked Estep ConsiderDeletion Score: -8175299.000000 Penalty: 57336.062500 Iteration 76Q: 32 clusters Score -8175299 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1691 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1235 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1717 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1695 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15231 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7263 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1206 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9217 members Mstep: Class 31 contains 8724 members Entering Unmasked Estep ConsiderDeletion Score: -8175306.000000 Penalty: 57336.062500 Iteration 77Q: 32 clusters Score -8175306 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1234 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1719 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1694 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 15227 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7264 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9217 members Mstep: Class 31 contains 8721 members Entering Unmasked Estep ConsiderDeletion Score: -8175318.500000 Penalty: 57336.062500 Iteration 78Q: 32 clusters Score -8175318 nChanged 15 Entering ConstructFrom: Score: -8175318.500000 Penalty: 57336.062500 Entering ConstructFrom: Trying to split cluster 1 (460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Entering Unmasked Estep Score: -38505.523438 Penalty: 996.324341 Iteration 0F: 2 clusters Score -38505.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -37508.804688 Penalty: 1992.648682 Iteration 0F: 3 clusters Score -37508.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -37725.910156 Penalty: 1992.648682 Iteration 1F: 3 clusters Score -37725.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -37800.523438 Penalty: 1992.648682 Iteration 2F: 3 clusters Score -37800.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -37823.867188 Penalty: 1992.648682 Iteration 3Q: 3 clusters Score -37823.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -37825.886719 Penalty: 1992.648682 Iteration 4Q: 3 clusters Score -37825.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -37827.156250 Penalty: 1992.648682 Iteration 5Q: 3 clusters Score -37827.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -37828.863281 Penalty: 1992.648682 Iteration 6Q: 3 clusters Score -37828.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -37829.484375 Penalty: 1992.648682 Iteration 7Q: 3 clusters Score -37829.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -37836.488281 Penalty: 1992.648682 Iteration 8Q: 3 clusters Score -37836.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -37837.460938 Penalty: 1992.648682 Iteration 9Q: 3 clusters Score -37837.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -37837.460938 Penalty: 1992.648682 Iteration 10F: 3 clusters Score -37837.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -113622.484375 Penalty: 1141.650024 Iteration 0F: 2 clusters Score -113622.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -112093.898438 Penalty: 2283.300049 Iteration 0F: 3 clusters Score -112093.9 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -112393.250000 Penalty: 2283.300049 Iteration 1F: 3 clusters Score -112393.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -112467.835938 Penalty: 2283.300049 Iteration 2F: 3 clusters Score -112467.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -112504.390625 Penalty: 2283.300049 Iteration 3Q: 3 clusters Score -112504.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -112527.242188 Penalty: 2283.300049 Iteration 4Q: 3 clusters Score -112527.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -112536.679688 Penalty: 2283.300049 Iteration 5Q: 3 clusters Score -112536.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -112542.867188 Penalty: 2283.300049 Iteration 6Q: 3 clusters Score -112542.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -112551.062500 Penalty: 2283.300049 Iteration 7Q: 3 clusters Score -112551.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -112556.937500 Penalty: 2283.300049 Iteration 8Q: 3 clusters Score -112556.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -112559.187500 Penalty: 2283.300049 Iteration 9Q: 3 clusters Score -112559.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -112560.226562 Penalty: 2283.300049 Iteration 10Q: 3 clusters Score -112560.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -112560.835938 Penalty: 2283.300049 Iteration 11Q: 3 clusters Score -112560.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -112560.835938 Penalty: 2283.300049 Iteration 12F: 3 clusters Score -112560.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Entering Unmasked Estep Score: -610291.625000 Penalty: 1421.985962 Iteration 0F: 2 clusters Score -610291.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -605505.875000 Penalty: 2843.971924 Iteration 0F: 3 clusters Score -605505.9 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -607162.250000 Penalty: 2843.971924 Iteration 1F: 3 clusters Score -607162.2 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -607616.937500 Penalty: 2843.971924 Iteration 2F: 3 clusters Score -607616.9 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -607995.812500 Penalty: 2843.971924 Iteration 3F: 3 clusters Score -607995.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -608281.187500 Penalty: 2843.971924 Iteration 4F: 3 clusters Score -608281.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -608540.187500 Penalty: 2843.971924 Iteration 5F: 3 clusters Score -608540.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -608810.562500 Penalty: 2843.971924 Iteration 6F: 3 clusters Score -608810.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -609136.437500 Penalty: 2843.971924 Iteration 7F: 3 clusters Score -609136.4 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -609492.062500 Penalty: 2843.971924 Iteration 8F: 3 clusters Score -609492.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -609742.000000 Penalty: 2843.971924 Iteration 9Q: 3 clusters Score -609742 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -609908.750000 Penalty: 2843.971924 Iteration 10Q: 3 clusters Score -609908.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -610005.875000 Penalty: 2843.971924 Iteration 11Q: 3 clusters Score -610005.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -610056.312500 Penalty: 2843.971924 Iteration 12Q: 3 clusters Score -610056.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -610100.812500 Penalty: 2843.971924 Iteration 13Q: 3 clusters Score -610100.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -610138.125000 Penalty: 2843.971924 Iteration 14Q: 3 clusters Score -610138.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -610174.562500 Penalty: 2843.971924 Iteration 15Q: 3 clusters Score -610174.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -610222.812500 Penalty: 2843.971924 Iteration 16Q: 3 clusters Score -610222.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -610262.000000 Penalty: 2843.971924 Iteration 17Q: 3 clusters Score -610262 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -610285.625000 Penalty: 2843.971924 Iteration 18Q: 3 clusters Score -610285.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -610293.875000 Penalty: 2843.971924 Iteration 19Q: 3 clusters Score -610293.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -610297.125000 Penalty: 2843.971924 Iteration 20F: 3 clusters Score -610297.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -610299.500000 Penalty: 2843.971924 Iteration 21Q: 3 clusters Score -610299.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -610300.437500 Penalty: 2843.971924 Iteration 22Q: 3 clusters Score -610300.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -610301.187500 Penalty: 2843.971924 Iteration 23Q: 3 clusters Score -610301.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -610301.187500 Penalty: 2843.971924 Iteration 24F: 3 clusters Score -610301.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 1817 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 4498 members Entering Unmasked Estep Score: -8174904.000000 Penalty: 59185.613281 Splitting cluster 3 changes total score from -8175318.500000 to -8174904.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Entering Unmasked Estep Score: -153725.093750 Penalty: 1209.023804 Iteration 0F: 2 clusters Score -153725.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -151830.921875 Penalty: 2418.047607 Iteration 0F: 3 clusters Score -151830.9 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -152233.078125 Penalty: 2418.047607 Iteration 1F: 3 clusters Score -152233.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -152365.906250 Penalty: 2418.047607 Iteration 2F: 3 clusters Score -152365.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -152501.546875 Penalty: 2418.047607 Iteration 3F: 3 clusters Score -152501.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -152663.359375 Penalty: 2418.047607 Iteration 4Q: 3 clusters Score -152663.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -152935.750000 Penalty: 2418.047607 Iteration 5F: 3 clusters Score -152935.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -153118.296875 Penalty: 2418.047607 Iteration 6F: 3 clusters Score -153118.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -153263.359375 Penalty: 2418.047607 Iteration 7F: 3 clusters Score -153263.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -153371.000000 Penalty: 2418.047607 Iteration 8F: 3 clusters Score -153371 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -153446.562500 Penalty: 2418.047607 Iteration 9Q: 3 clusters Score -153446.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -153492.859375 Penalty: 2418.047607 Iteration 10Q: 3 clusters Score -153492.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -153516.296875 Penalty: 2418.047607 Iteration 11Q: 3 clusters Score -153516.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -153524.796875 Penalty: 2418.047607 Iteration 12Q: 3 clusters Score -153524.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -153530.562500 Penalty: 2418.047607 Iteration 13Q: 3 clusters Score -153530.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -153536.515625 Penalty: 2418.047607 Iteration 14Q: 3 clusters Score -153536.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -153540.015625 Penalty: 2418.047607 Iteration 15Q: 3 clusters Score -153540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -153542.796875 Penalty: 2418.047607 Iteration 16Q: 3 clusters Score -153542.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -153548.984375 Penalty: 2418.047607 Iteration 17Q: 3 clusters Score -153549 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -153551.296875 Penalty: 2418.047607 Iteration 18Q: 3 clusters Score -153551.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -153551.921875 Penalty: 2418.047607 Iteration 19Q: 3 clusters Score -153551.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -153551.921875 Penalty: 2418.047607 Iteration 20F: 3 clusters Score -153551.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -36032.015625 Penalty: 1005.258911 Iteration 0F: 2 clusters Score -36032.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -35008.265625 Penalty: 2010.517822 Iteration 0F: 3 clusters Score -35008.27 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -35271.640625 Penalty: 2010.517822 Iteration 1F: 3 clusters Score -35271.64 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -35425.769531 Penalty: 2010.517822 Iteration 2F: 3 clusters Score -35425.77 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -35474.160156 Penalty: 2010.517822 Iteration 3Q: 3 clusters Score -35474.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -35489.359375 Penalty: 2010.517822 Iteration 4Q: 3 clusters Score -35489.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -35492.660156 Penalty: 2010.517822 Iteration 5Q: 3 clusters Score -35492.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -35496.246094 Penalty: 2010.517822 Iteration 6Q: 3 clusters Score -35496.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -35502.546875 Penalty: 2010.517822 Iteration 7Q: 3 clusters Score -35502.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -35507.640625 Penalty: 2010.517822 Iteration 8Q: 3 clusters Score -35507.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -35511.347656 Penalty: 2010.517822 Iteration 9Q: 3 clusters Score -35511.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -35513.296875 Penalty: 2010.517822 Iteration 10Q: 3 clusters Score -35513.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -35514.332031 Penalty: 2010.517822 Iteration 11Q: 3 clusters Score -35514.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -35516.058594 Penalty: 2010.517822 Iteration 12Q: 3 clusters Score -35516.06 nChanged 2 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: -35517.667969 Penalty: 2010.517822 Iteration 13Q: 3 clusters Score -35517.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -35518.074219 Penalty: 2010.517822 Iteration 14Q: 3 clusters Score -35518.07 nChanged 1 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: -35519.746094 Penalty: 2010.517822 Iteration 15Q: 3 clusters Score -35519.75 nChanged 0 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: -35519.746094 Penalty: 2010.517822 Iteration 16F: 3 clusters Score -35519.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Entering Unmasked Estep Score: -107059.382812 Penalty: 1156.150024 Iteration 0F: 2 clusters Score -107059.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -105438.484375 Penalty: 2312.300049 Iteration 0F: 3 clusters Score -105438.5 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -105762.882812 Penalty: 2312.300049 Iteration 1F: 3 clusters Score -105762.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -105872.179688 Penalty: 2312.300049 Iteration 2F: 3 clusters Score -105872.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -105957.851562 Penalty: 2312.300049 Iteration 3F: 3 clusters Score -105957.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -106020.273438 Penalty: 2312.300049 Iteration 4Q: 3 clusters Score -106020.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -106075.203125 Penalty: 2312.300049 Iteration 5Q: 3 clusters Score -106075.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -106124.335938 Penalty: 2312.300049 Iteration 6Q: 3 clusters Score -106124.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -106162.242188 Penalty: 2312.300049 Iteration 7Q: 3 clusters Score -106162.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -106180.789062 Penalty: 2312.300049 Iteration 8Q: 3 clusters Score -106180.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -106188.859375 Penalty: 2312.300049 Iteration 9Q: 3 clusters Score -106188.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -106192.812500 Penalty: 2312.300049 Iteration 10Q: 3 clusters Score -106192.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -106197.421875 Penalty: 2312.300049 Iteration 11Q: 3 clusters Score -106197.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -106200.929688 Penalty: 2312.300049 Iteration 12Q: 3 clusters Score -106200.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -106204.640625 Penalty: 2312.300049 Iteration 13Q: 3 clusters Score -106204.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -106209.820312 Penalty: 2312.300049 Iteration 14Q: 3 clusters Score -106209.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -106211.578125 Penalty: 2312.300049 Iteration 15Q: 3 clusters Score -106211.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -106214.218750 Penalty: 2312.300049 Iteration 16Q: 3 clusters Score -106214.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -106218.289062 Penalty: 2312.300049 Iteration 17Q: 3 clusters Score -106218.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -106223.929688 Penalty: 2312.300049 Iteration 18Q: 3 clusters Score -106223.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -106226.937500 Penalty: 2312.300049 Iteration 19Q: 3 clusters Score -106226.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -106234.101562 Penalty: 2312.300049 Iteration 20F: 3 clusters Score -106234.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -106241.476562 Penalty: 2312.300049 Iteration 21Q: 3 clusters Score -106241.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -106245.968750 Penalty: 2312.300049 Iteration 22Q: 3 clusters Score -106246 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -106255.335938 Penalty: 2312.300049 Iteration 23Q: 3 clusters Score -106255.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -106261.593750 Penalty: 2312.300049 Iteration 24Q: 3 clusters Score -106261.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -106263.734375 Penalty: 2312.300049 Iteration 25Q: 3 clusters Score -106263.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -106266.281250 Penalty: 2312.300049 Iteration 26Q: 3 clusters Score -106266.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -106269.492188 Penalty: 2312.300049 Iteration 27Q: 3 clusters Score -106269.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -106271.656250 Penalty: 2312.300049 Iteration 28Q: 3 clusters Score -106271.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -106273.515625 Penalty: 2312.300049 Iteration 29Q: 3 clusters Score -106273.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -106274.054688 Penalty: 2312.300049 Iteration 30Q: 3 clusters Score -106274.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -106277.195312 Penalty: 2312.300049 Iteration 31Q: 3 clusters Score -106277.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -106281.515625 Penalty: 2312.300049 Iteration 32Q: 3 clusters Score -106281.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -106285.304688 Penalty: 2312.300049 Iteration 33Q: 3 clusters Score -106285.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -106289.335938 Penalty: 2312.300049 Iteration 34Q: 3 clusters Score -106289.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -106292.937500 Penalty: 2312.300049 Iteration 35Q: 3 clusters Score -106292.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -106296.226562 Penalty: 2312.300049 Iteration 36Q: 3 clusters Score -106296.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -106300.570312 Penalty: 2312.300049 Iteration 37Q: 3 clusters Score -106300.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -106303.898438 Penalty: 2312.300049 Iteration 38Q: 3 clusters Score -106303.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -106305.937500 Penalty: 2312.300049 Iteration 39Q: 3 clusters Score -106305.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -106307.507812 Penalty: 2312.300049 Iteration 40F: 3 clusters Score -106307.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -106310.148438 Penalty: 2312.300049 Iteration 41Q: 3 clusters Score -106310.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -106315.617188 Penalty: 2312.300049 Iteration 42Q: 3 clusters Score -106315.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -106316.570312 Penalty: 2312.300049 Iteration 43Q: 3 clusters Score -106316.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -106317.039062 Penalty: 2312.300049 Iteration 44Q: 3 clusters Score -106317 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -106317.828125 Penalty: 2312.300049 Iteration 45Q: 3 clusters Score -106317.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -106318.289062 Penalty: 2312.300049 Iteration 46Q: 3 clusters Score -106318.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -106318.289062 Penalty: 2312.300049 Iteration 47F: 3 clusters Score -106318.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Entering Unmasked Estep Score: -87497.382812 Penalty: 1104.120361 Iteration 0F: 2 clusters Score -87497.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -86137.773438 Penalty: 2208.240723 Iteration 0F: 3 clusters Score -86137.77 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -86399.734375 Penalty: 2208.240723 Iteration 1F: 3 clusters Score -86399.73 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -86465.289062 Penalty: 2208.240723 Iteration 2F: 3 clusters Score -86465.29 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -86496.257812 Penalty: 2208.240723 Iteration 3Q: 3 clusters Score -86496.26 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -86534.210938 Penalty: 2208.240723 Iteration 4Q: 3 clusters Score -86534.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -86570.601562 Penalty: 2208.240723 Iteration 5Q: 3 clusters Score -86570.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -86625.539062 Penalty: 2208.240723 Iteration 6Q: 3 clusters Score -86625.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -86673.687500 Penalty: 2208.240723 Iteration 7Q: 3 clusters Score -86673.69 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -86729.335938 Penalty: 2208.240723 Iteration 8Q: 3 clusters Score -86729.34 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -86845.757812 Penalty: 2208.240723 Iteration 9Q: 3 clusters Score -86845.76 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -87005.031250 Penalty: 2208.240723 Iteration 10F: 3 clusters Score -87005.03 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -87221.796875 Penalty: 2208.240723 Iteration 11F: 3 clusters Score -87221.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -87376.656250 Penalty: 2208.240723 Iteration 12F: 3 clusters Score -87376.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -87451.070312 Penalty: 2208.240723 Iteration 13Q: 3 clusters Score -87451.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -87480.515625 Penalty: 2208.240723 Iteration 14Q: 3 clusters Score -87480.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -87488.273438 Penalty: 2208.240723 Iteration 15Q: 3 clusters Score -87488.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -87496.460938 Penalty: 2208.240723 Iteration 16Q: 3 clusters Score -87496.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -87501.671875 Penalty: 2208.240723 Iteration 17Q: 3 clusters Score -87501.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -87510.039062 Penalty: 2208.240723 Iteration 18Q: 3 clusters Score -87510.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -87512.078125 Penalty: 2208.240723 Iteration 19Q: 3 clusters Score -87512.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -87513.445312 Penalty: 2208.240723 Iteration 20F: 3 clusters Score -87513.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -87518.625000 Penalty: 2208.240723 Iteration 21Q: 3 clusters Score -87518.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -87518.625000 Penalty: 2208.240723 Iteration 22F: 3 clusters Score -87518.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 534 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 359 members Entering Unmasked Estep Score: -8174585.500000 Penalty: 59185.613281 Splitting cluster 7 changes total score from -8175318.500000 to -8174585.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Entering Unmasked Estep Score: -164947.812500 Penalty: 1210.637939 Iteration 0F: 2 clusters Score -164947.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -163047.281250 Penalty: 2421.275879 Iteration 0F: 3 clusters Score -163047.3 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -163545.578125 Penalty: 2421.275879 Iteration 1F: 3 clusters Score -163545.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -163753.625000 Penalty: 2421.275879 Iteration 2F: 3 clusters Score -163753.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -163890.500000 Penalty: 2421.275879 Iteration 3F: 3 clusters Score -163890.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -163993.375000 Penalty: 2421.275879 Iteration 4Q: 3 clusters Score -163993.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -164154.109375 Penalty: 2421.275879 Iteration 5F: 3 clusters Score -164154.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -164280.875000 Penalty: 2421.275879 Iteration 6Q: 3 clusters Score -164280.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -164380.234375 Penalty: 2421.275879 Iteration 7Q: 3 clusters Score -164380.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -164465.062500 Penalty: 2421.275879 Iteration 8Q: 3 clusters Score -164465.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -164553.062500 Penalty: 2421.275879 Iteration 9Q: 3 clusters Score -164553.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -164636.781250 Penalty: 2421.275879 Iteration 10Q: 3 clusters Score -164636.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -164684.984375 Penalty: 2421.275879 Iteration 11Q: 3 clusters Score -164685 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -164724.203125 Penalty: 2421.275879 Iteration 12Q: 3 clusters Score -164724.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -164757.890625 Penalty: 2421.275879 Iteration 13Q: 3 clusters Score -164757.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -164785.359375 Penalty: 2421.275879 Iteration 14Q: 3 clusters Score -164785.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -164812.484375 Penalty: 2421.275879 Iteration 15Q: 3 clusters Score -164812.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -164836.203125 Penalty: 2421.275879 Iteration 16Q: 3 clusters Score -164836.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -164862.296875 Penalty: 2421.275879 Iteration 17Q: 3 clusters Score -164862.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -164878.531250 Penalty: 2421.275879 Iteration 18Q: 3 clusters Score -164878.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -164891.625000 Penalty: 2421.275879 Iteration 19Q: 3 clusters Score -164891.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -164907.093750 Penalty: 2421.275879 Iteration 20F: 3 clusters Score -164907.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -164918.187500 Penalty: 2421.275879 Iteration 21Q: 3 clusters Score -164918.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -164926.234375 Penalty: 2421.275879 Iteration 22Q: 3 clusters Score -164926.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -164931.093750 Penalty: 2421.275879 Iteration 23Q: 3 clusters Score -164931.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -164934.437500 Penalty: 2421.275879 Iteration 24Q: 3 clusters Score -164934.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -164936.156250 Penalty: 2421.275879 Iteration 25Q: 3 clusters Score -164936.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -164940.187500 Penalty: 2421.275879 Iteration 26Q: 3 clusters Score -164940.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -164945.031250 Penalty: 2421.275879 Iteration 27Q: 3 clusters Score -164945 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -164950.812500 Penalty: 2421.275879 Iteration 28Q: 3 clusters Score -164950.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -164961.453125 Penalty: 2421.275879 Iteration 29Q: 3 clusters Score -164961.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -164967.984375 Penalty: 2421.275879 Iteration 30Q: 3 clusters Score -164968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -164970.828125 Penalty: 2421.275879 Iteration 31Q: 3 clusters Score -164970.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -164974.015625 Penalty: 2421.275879 Iteration 32Q: 3 clusters Score -164974 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -164980.703125 Penalty: 2421.275879 Iteration 33Q: 3 clusters Score -164980.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -164987.312500 Penalty: 2421.275879 Iteration 34Q: 3 clusters Score -164987.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -164992.343750 Penalty: 2421.275879 Iteration 35Q: 3 clusters Score -164992.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -164998.046875 Penalty: 2421.275879 Iteration 36Q: 3 clusters Score -164998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -165000.578125 Penalty: 2421.275879 Iteration 37Q: 3 clusters Score -165000.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -165002.156250 Penalty: 2421.275879 Iteration 38Q: 3 clusters Score -165002.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -165002.484375 Penalty: 2421.275879 Iteration 39Q: 3 clusters Score -165002.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -165002.484375 Penalty: 2421.275879 Iteration 40F: 3 clusters Score -165002.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 810 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 910 members Entering Unmasked Estep Score: -8174729.000000 Penalty: 59185.613281 Splitting cluster 8 changes total score from -8175318.500000 to -8174729.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (1768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Entering Unmasked Estep Score: -173840.250000 Penalty: 1215.110718 Iteration 0F: 2 clusters Score -173840.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -171950.125000 Penalty: 2430.221436 Iteration 0F: 3 clusters Score -171950.1 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -172510.203125 Penalty: 2430.221436 Iteration 1F: 3 clusters Score -172510.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -172757.984375 Penalty: 2430.221436 Iteration 2F: 3 clusters Score -172758 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -172914.453125 Penalty: 2430.221436 Iteration 3F: 3 clusters Score -172914.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -173064.703125 Penalty: 2430.221436 Iteration 4F: 3 clusters Score -173064.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -173180.031250 Penalty: 2430.221436 Iteration 5Q: 3 clusters Score -173180 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -173271.609375 Penalty: 2430.221436 Iteration 6Q: 3 clusters Score -173271.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -173321.359375 Penalty: 2430.221436 Iteration 7Q: 3 clusters Score -173321.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -173368.265625 Penalty: 2430.221436 Iteration 8Q: 3 clusters Score -173368.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -173419.203125 Penalty: 2430.221436 Iteration 9Q: 3 clusters Score -173419.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -173456.906250 Penalty: 2430.221436 Iteration 10Q: 3 clusters Score -173456.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -173469.843750 Penalty: 2430.221436 Iteration 11Q: 3 clusters Score -173469.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -173476.609375 Penalty: 2430.221436 Iteration 12Q: 3 clusters Score -173476.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -173480.968750 Penalty: 2430.221436 Iteration 13Q: 3 clusters Score -173481 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -173482.609375 Penalty: 2430.221436 Iteration 14Q: 3 clusters Score -173482.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -173483.875000 Penalty: 2430.221436 Iteration 15Q: 3 clusters Score -173483.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -173484.531250 Penalty: 2430.221436 Iteration 16Q: 3 clusters Score -173484.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -173485.546875 Penalty: 2430.221436 Iteration 17Q: 3 clusters Score -173485.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -173485.828125 Penalty: 2430.221436 Iteration 18Q: 3 clusters Score -173485.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -173485.828125 Penalty: 2430.221436 Iteration 19F: 3 clusters Score -173485.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Entering Unmasked Estep Score: -163283.687500 Penalty: 1208.066895 Iteration 0F: 2 clusters Score -163283.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -161379.296875 Penalty: 2416.133789 Iteration 0F: 3 clusters Score -161379.3 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -161815.375000 Penalty: 2416.133789 Iteration 1F: 3 clusters Score -161815.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -161961.828125 Penalty: 2416.133789 Iteration 2F: 3 clusters Score -161961.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -162048.093750 Penalty: 2416.133789 Iteration 3F: 3 clusters Score -162048.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -162130.578125 Penalty: 2416.133789 Iteration 4Q: 3 clusters Score -162130.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -162257.296875 Penalty: 2416.133789 Iteration 5Q: 3 clusters Score -162257.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -162365.921875 Penalty: 2416.133789 Iteration 6F: 3 clusters Score -162365.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -162446.000000 Penalty: 2416.133789 Iteration 7Q: 3 clusters Score -162446 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -162529.312500 Penalty: 2416.133789 Iteration 8Q: 3 clusters Score -162529.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -162593.328125 Penalty: 2416.133789 Iteration 9Q: 3 clusters Score -162593.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -162644.828125 Penalty: 2416.133789 Iteration 10Q: 3 clusters Score -162644.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -162703.109375 Penalty: 2416.133789 Iteration 11Q: 3 clusters Score -162703.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -162753.046875 Penalty: 2416.133789 Iteration 12Q: 3 clusters Score -162753 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -162801.531250 Penalty: 2416.133789 Iteration 13Q: 3 clusters Score -162801.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -162875.062500 Penalty: 2416.133789 Iteration 14Q: 3 clusters Score -162875.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -163006.578125 Penalty: 2416.133789 Iteration 15Q: 3 clusters Score -163006.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -163275.718750 Penalty: 2416.133789 Iteration 16Q: 3 clusters Score -163275.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -163374.781250 Penalty: 2416.133789 Iteration 17Q: 3 clusters Score -163374.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -163400.500000 Penalty: 2416.133789 Iteration 18Q: 3 clusters Score -163400.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -163407.593750 Penalty: 2416.133789 Iteration 19Q: 3 clusters Score -163407.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -163409.750000 Penalty: 2416.133789 Iteration 20F: 3 clusters Score -163409.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 915 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 778 members Entering Unmasked Estep Score: -8174800.500000 Penalty: 59185.613281 Splitting cluster 10 changes total score from -8175318.500000 to -8174800.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Entering Unmasked Estep Score: -148962.328125 Penalty: 1192.885742 Iteration 0F: 2 clusters Score -148962.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -147181.953125 Penalty: 2385.771484 Iteration 0F: 3 clusters Score -147182 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -147527.140625 Penalty: 2385.771484 Iteration 1F: 3 clusters Score -147527.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -147618.250000 Penalty: 2385.771484 Iteration 2F: 3 clusters Score -147618.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -147668.703125 Penalty: 2385.771484 Iteration 3Q: 3 clusters Score -147668.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -147700.812500 Penalty: 2385.771484 Iteration 4Q: 3 clusters Score -147700.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -147720.718750 Penalty: 2385.771484 Iteration 5Q: 3 clusters Score -147720.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -147735.296875 Penalty: 2385.771484 Iteration 6Q: 3 clusters Score -147735.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -147750.562500 Penalty: 2385.771484 Iteration 7Q: 3 clusters Score -147750.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -147766.875000 Penalty: 2385.771484 Iteration 8Q: 3 clusters Score -147766.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -147779.453125 Penalty: 2385.771484 Iteration 9Q: 3 clusters Score -147779.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -147787.250000 Penalty: 2385.771484 Iteration 10Q: 3 clusters Score -147787.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -147796.921875 Penalty: 2385.771484 Iteration 11Q: 3 clusters Score -147796.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -147813.781250 Penalty: 2385.771484 Iteration 12Q: 3 clusters Score -147813.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -147828.968750 Penalty: 2385.771484 Iteration 13Q: 3 clusters Score -147829 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -147837.390625 Penalty: 2385.771484 Iteration 14Q: 3 clusters Score -147837.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -147844.468750 Penalty: 2385.771484 Iteration 15Q: 3 clusters Score -147844.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -147852.937500 Penalty: 2385.771484 Iteration 16Q: 3 clusters Score -147852.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -147860.312500 Penalty: 2385.771484 Iteration 17Q: 3 clusters Score -147860.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -147863.593750 Penalty: 2385.771484 Iteration 18Q: 3 clusters Score -147863.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -147865.062500 Penalty: 2385.771484 Iteration 19Q: 3 clusters Score -147865.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -147866.656250 Penalty: 2385.771484 Iteration 20F: 3 clusters Score -147866.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -147867.015625 Penalty: 2385.771484 Iteration 21Q: 3 clusters Score -147867 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -147867.015625 Penalty: 2385.771484 Iteration 22F: 3 clusters Score -147867 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -35528.324219 Penalty: 967.402039 Iteration 0F: 2 clusters Score -35528.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -34547.703125 Penalty: 1934.804077 Iteration 0F: 3 clusters Score -34547.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -34644.414062 Penalty: 1934.804077 Iteration 1F: 3 clusters Score -34644.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -34676.507812 Penalty: 1934.804077 Iteration 2Q: 3 clusters Score -34676.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -34693.046875 Penalty: 1934.804077 Iteration 3Q: 3 clusters Score -34693.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -34703.714844 Penalty: 1934.804077 Iteration 4Q: 3 clusters Score -34703.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -34709.156250 Penalty: 1934.804077 Iteration 5Q: 3 clusters Score -34709.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -34713.390625 Penalty: 1934.804077 Iteration 6Q: 3 clusters Score -34713.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -34714.335938 Penalty: 1934.804077 Iteration 7Q: 3 clusters Score -34714.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -34717.226562 Penalty: 1934.804077 Iteration 8Q: 3 clusters Score -34717.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -34717.226562 Penalty: 1934.804077 Iteration 9F: 3 clusters Score -34717.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Entering Unmasked Estep Score: -54904.019531 Penalty: 1033.149414 Iteration 0F: 2 clusters Score -54904.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -53809.253906 Penalty: 2066.298828 Iteration 0F: 3 clusters Score -53809.25 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -53980.496094 Penalty: 2066.298828 Iteration 1F: 3 clusters Score -53980.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -54042.015625 Penalty: 2066.298828 Iteration 2F: 3 clusters Score -54042.02 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -54083.765625 Penalty: 2066.298828 Iteration 3Q: 3 clusters Score -54083.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -54108.660156 Penalty: 2066.298828 Iteration 4Q: 3 clusters Score -54108.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -54129.484375 Penalty: 2066.298828 Iteration 5Q: 3 clusters Score -54129.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -54146.652344 Penalty: 2066.298828 Iteration 6Q: 3 clusters Score -54146.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -54166.402344 Penalty: 2066.298828 Iteration 7Q: 3 clusters Score -54166.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -54172.871094 Penalty: 2066.298828 Iteration 8Q: 3 clusters Score -54172.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -54182.496094 Penalty: 2066.298828 Iteration 9Q: 3 clusters Score -54182.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -54186.199219 Penalty: 2066.298828 Iteration 10Q: 3 clusters Score -54186.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -54191.742188 Penalty: 2066.298828 Iteration 11Q: 3 clusters Score -54191.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -54196.464844 Penalty: 2066.298828 Iteration 12Q: 3 clusters Score -54196.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -54199.656250 Penalty: 2066.298828 Iteration 13Q: 3 clusters Score -54199.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -54199.656250 Penalty: 2066.298828 Iteration 14F: 3 clusters Score -54199.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -117486.101562 Penalty: 1155.620728 Iteration 0F: 2 clusters Score -117486.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -115931.796875 Penalty: 2311.241455 Iteration 0F: 3 clusters Score -115931.8 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -116368.234375 Penalty: 2311.241455 Iteration 1F: 3 clusters Score -116368.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -116551.539062 Penalty: 2311.241455 Iteration 2F: 3 clusters Score -116551.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -116750.648438 Penalty: 2311.241455 Iteration 3F: 3 clusters Score -116750.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -117107.835938 Penalty: 2311.241455 Iteration 4F: 3 clusters Score -117107.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -117710.187500 Penalty: 2311.241455 Iteration 5F: 3 clusters Score -117710.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -118377.031250 Penalty: 2311.241455 Iteration 6F: 3 clusters Score -118377 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -118855.593750 Penalty: 2311.241455 Iteration 7F: 3 clusters Score -118855.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -119142.296875 Penalty: 2311.241455 Iteration 8Q: 3 clusters Score -119142.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -119271.226562 Penalty: 2311.241455 Iteration 9Q: 3 clusters Score -119271.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -119300.898438 Penalty: 2311.241455 Iteration 10Q: 3 clusters Score -119300.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -119313.781250 Penalty: 2311.241455 Iteration 11Q: 3 clusters Score -119313.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -119314.937500 Penalty: 2311.241455 Iteration 12Q: 3 clusters Score -119314.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -119314.937500 Penalty: 2311.241455 Iteration 13F: 3 clusters Score -119314.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 547 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 1618 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 679 members Entering Unmasked Estep Score: -8176442.500000 Penalty: 59185.613281 Splitting cluster 14 changes total score from -8175318.500000 to -8176442.500000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 15 (15220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15220 members Entering Unmasked Estep Score: -1448457.250000 Penalty: 1564.934326 Iteration 0F: 2 clusters Score -1448457 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -1437994.625000 Penalty: 3129.868652 Iteration 0F: 3 clusters Score -1437995 nChanged 6778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -1441675.625000 Penalty: 3129.868652 Iteration 1F: 3 clusters Score -1441676 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -1441991.125000 Penalty: 3129.868652 Iteration 2F: 3 clusters Score -1441991 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -1442273.875000 Penalty: 3129.868652 Iteration 3Q: 3 clusters Score -1442274 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -1442543.625000 Penalty: 3129.868652 Iteration 4Q: 3 clusters Score -1442544 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -1442869.625000 Penalty: 3129.868652 Iteration 5Q: 3 clusters Score -1442870 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -1443215.500000 Penalty: 3129.868652 Iteration 6Q: 3 clusters Score -1443216 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1443657.125000 Penalty: 3129.868652 Iteration 7Q: 3 clusters Score -1443657 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -1444293.125000 Penalty: 3129.868652 Iteration 8Q: 3 clusters Score -1444293 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -1444943.000000 Penalty: 3129.868652 Iteration 9F: 3 clusters Score -1444943 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 9981 members Entering Unmasked Estep Score: -1445466.000000 Penalty: 3129.868652 Iteration 10Q: 3 clusters Score -1445466 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -1445819.500000 Penalty: 3129.868652 Iteration 11Q: 3 clusters Score -1445820 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -1446071.000000 Penalty: 3129.868652 Iteration 12Q: 3 clusters Score -1446071 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -1446197.500000 Penalty: 3129.868652 Iteration 13Q: 3 clusters Score -1446198 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 10254 members Entering Unmasked Estep Score: -1446271.000000 Penalty: 3129.868652 Iteration 14Q: 3 clusters Score -1446271 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 10283 members Entering Unmasked Estep Score: -1446336.750000 Penalty: 3129.868652 Iteration 15Q: 3 clusters Score -1446337 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -1446384.500000 Penalty: 3129.868652 Iteration 16Q: 3 clusters Score -1446384 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 10262 members Entering Unmasked Estep Score: -1446413.250000 Penalty: 3129.868652 Iteration 17Q: 3 clusters Score -1446413 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -1446440.000000 Penalty: 3129.868652 Iteration 18Q: 3 clusters Score -1446440 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -1446446.875000 Penalty: 3129.868652 Iteration 19Q: 3 clusters Score -1446447 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -1446463.250000 Penalty: 3129.868652 Iteration 20F: 3 clusters Score -1446463 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 10232 members Entering Unmasked Estep Score: -1446470.500000 Penalty: 3129.868652 Iteration 21Q: 3 clusters Score -1446470 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 10244 members Entering Unmasked Estep Score: -1446481.500000 Penalty: 3129.868652 Iteration 22Q: 3 clusters Score -1446482 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -1446488.000000 Penalty: 3129.868652 Iteration 23Q: 3 clusters Score -1446488 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 10272 members Entering Unmasked Estep Score: -1446497.875000 Penalty: 3129.868652 Iteration 24Q: 3 clusters Score -1446498 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -1446506.250000 Penalty: 3129.868652 Iteration 25Q: 3 clusters Score -1446506 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 10292 members Entering Unmasked Estep Score: -1446520.875000 Penalty: 3129.868652 Iteration 26Q: 3 clusters Score -1446521 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 10306 members Entering Unmasked Estep Score: -1446529.000000 Penalty: 3129.868652 Iteration 27Q: 3 clusters Score -1446529 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -1446542.750000 Penalty: 3129.868652 Iteration 28Q: 3 clusters Score -1446543 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -1446558.875000 Penalty: 3129.868652 Iteration 29Q: 3 clusters Score -1446559 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 10422 members Entering Unmasked Estep Score: -1446575.500000 Penalty: 3129.868652 Iteration 30Q: 3 clusters Score -1446576 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -1446587.750000 Penalty: 3129.868652 Iteration 31Q: 3 clusters Score -1446588 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -1446600.000000 Penalty: 3129.868652 Iteration 32Q: 3 clusters Score -1446600 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1446604.000000 Penalty: 3129.868652 Iteration 33Q: 3 clusters Score -1446604 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 10558 members Entering Unmasked Estep Score: -1446612.250000 Penalty: 3129.868652 Iteration 34Q: 3 clusters Score -1446612 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 10580 members Entering Unmasked Estep Score: -1446621.000000 Penalty: 3129.868652 Iteration 35Q: 3 clusters Score -1446621 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -1446624.500000 Penalty: 3129.868652 Iteration 36Q: 3 clusters Score -1446624 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -1446630.750000 Penalty: 3129.868652 Iteration 37Q: 3 clusters Score -1446631 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -1446632.125000 Penalty: 3129.868652 Iteration 38Q: 3 clusters Score -1446632 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 10674 members Entering Unmasked Estep Score: -1446632.875000 Penalty: 3129.868652 Iteration 39Q: 3 clusters Score -1446633 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 10694 members Entering Unmasked Estep Score: -1446634.750000 Penalty: 3129.868652 Iteration 40F: 3 clusters Score -1446635 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -1446638.875000 Penalty: 3129.868652 Iteration 41Q: 3 clusters Score -1446639 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 10728 members Entering Unmasked Estep Score: -1446639.625000 Penalty: 3129.868652 Iteration 42Q: 3 clusters Score -1446640 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 10742 members Entering Unmasked Estep Score: -1446640.000000 Penalty: 3129.868652 Iteration 43Q: 3 clusters Score -1446640 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -1446643.000000 Penalty: 3129.868652 Iteration 44Q: 3 clusters Score -1446643 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -1446646.625000 Penalty: 3129.868652 Iteration 45Q: 3 clusters Score -1446647 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -1446649.875000 Penalty: 3129.868652 Iteration 46Q: 3 clusters Score -1446650 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -1446650.375000 Penalty: 3129.868652 Iteration 47Q: 3 clusters Score -1446650 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 10825 members Entering Unmasked Estep Score: -1446650.875000 Penalty: 3129.868652 Iteration 48Q: 3 clusters Score -1446651 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -1446650.500000 Penalty: 3129.868652 Iteration 49Q: 3 clusters Score -1446650 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 10849 members Entering Unmasked Estep Score: -1446648.625000 Penalty: 3129.868652 Iteration 50Q: 3 clusters Score -1446649 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 10860 members Entering Unmasked Estep Score: -1446650.750000 Penalty: 3129.868652 Iteration 51Q: 3 clusters Score -1446651 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -1446652.875000 Penalty: 3129.868652 Iteration 52Q: 3 clusters Score -1446653 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -1446652.875000 Penalty: 3129.868652 Iteration 53Q: 3 clusters Score -1446653 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 10892 members Entering Unmasked Estep Score: -1446657.250000 Penalty: 3129.868652 Iteration 54Q: 3 clusters Score -1446657 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -1446660.500000 Penalty: 3129.868652 Iteration 55Q: 3 clusters Score -1446660 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 10917 members Entering Unmasked Estep Score: -1446660.000000 Penalty: 3129.868652 Iteration 56Q: 3 clusters Score -1446660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 10925 members Entering Unmasked Estep Score: -1446660.500000 Penalty: 3129.868652 Iteration 57Q: 3 clusters Score -1446660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 10933 members Entering Unmasked Estep Score: -1446660.625000 Penalty: 3129.868652 Iteration 58Q: 3 clusters Score -1446661 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 10939 members Entering Unmasked Estep Score: -1446660.000000 Penalty: 3129.868652 Iteration 59Q: 3 clusters Score -1446660 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 10945 members Entering Unmasked Estep Score: -1446660.250000 Penalty: 3129.868652 Iteration 60F: 3 clusters Score -1446660 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 10950 members Entering Unmasked Estep Score: -1446661.875000 Penalty: 3129.868652 Iteration 61Q: 3 clusters Score -1446662 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -1446663.250000 Penalty: 3129.868652 Iteration 62Q: 3 clusters Score -1446663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 10961 members Entering Unmasked Estep Score: -1446662.125000 Penalty: 3129.868652 Iteration 63Q: 3 clusters Score -1446662 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 10968 members Entering Unmasked Estep Score: -1446664.250000 Penalty: 3129.868652 Iteration 64Q: 3 clusters Score -1446664 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -1446663.875000 Penalty: 3129.868652 Iteration 65Q: 3 clusters Score -1446664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -1446665.250000 Penalty: 3129.868652 Iteration 66Q: 3 clusters Score -1446665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -1446663.750000 Penalty: 3129.868652 Iteration 67Q: 3 clusters Score -1446664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -1446664.125000 Penalty: 3129.868652 Iteration 68Q: 3 clusters Score -1446664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -1446666.000000 Penalty: 3129.868652 Iteration 69Q: 3 clusters Score -1446666 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -1446665.000000 Penalty: 3129.868652 Iteration 70Q: 3 clusters Score -1446665 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 10990 members Entering Unmasked Estep Score: -1446665.875000 Penalty: 3129.868652 Iteration 71Q: 3 clusters Score -1446666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -1446666.000000 Penalty: 3129.868652 Iteration 72Q: 3 clusters Score -1446666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -1446664.625000 Penalty: 3129.868652 Iteration 73Q: 3 clusters Score -1446665 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 11006 members Entering Unmasked Estep Score: -1446666.250000 Penalty: 3129.868652 Iteration 74Q: 3 clusters Score -1446666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -1446667.500000 Penalty: 3129.868652 Iteration 75Q: 3 clusters Score -1446668 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -1446671.375000 Penalty: 3129.868652 Iteration 76Q: 3 clusters Score -1446671 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 11029 members Entering Unmasked Estep Score: -1446671.375000 Penalty: 3129.868652 Iteration 77Q: 3 clusters Score -1446671 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 11038 members Entering Unmasked Estep Score: -1446669.750000 Penalty: 3129.868652 Iteration 78Q: 3 clusters Score -1446670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 11043 members Entering Unmasked Estep Score: -1446667.875000 Penalty: 3129.868652 Iteration 79Q: 3 clusters Score -1446668 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 11049 members Entering Unmasked Estep Score: -1446671.125000 Penalty: 3129.868652 Iteration 80F: 3 clusters Score -1446671 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -1446673.625000 Penalty: 3129.868652 Iteration 81Q: 3 clusters Score -1446674 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 11064 members Entering Unmasked Estep Score: -1446671.875000 Penalty: 3129.868652 Iteration 82Q: 3 clusters Score -1446672 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 11067 members Entering Unmasked Estep Score: -1446671.000000 Penalty: 3129.868652 Iteration 83Q: 3 clusters Score -1446671 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -1446673.125000 Penalty: 3129.868652 Iteration 84Q: 3 clusters Score -1446673 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -1446673.625000 Penalty: 3129.868652 Iteration 85Q: 3 clusters Score -1446674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -1446674.250000 Penalty: 3129.868652 Iteration 86Q: 3 clusters Score -1446674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -1446676.500000 Penalty: 3129.868652 Iteration 87Q: 3 clusters Score -1446676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1446674.625000 Penalty: 3129.868652 Iteration 88Q: 3 clusters Score -1446675 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -1446674.250000 Penalty: 3129.868652 Iteration 89Q: 3 clusters Score -1446674 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -1446673.875000 Penalty: 3129.868652 Iteration 90Q: 3 clusters Score -1446674 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 11098 members Entering Unmasked Estep Score: -1446675.500000 Penalty: 3129.868652 Iteration 91Q: 3 clusters Score -1446676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -1446675.750000 Penalty: 3129.868652 Iteration 92Q: 3 clusters Score -1446676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -1446677.000000 Penalty: 3129.868652 Iteration 93Q: 3 clusters Score -1446677 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -1446676.875000 Penalty: 3129.868652 Iteration 94Q: 3 clusters Score -1446677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 11104 members Entering Unmasked Estep Score: -1446677.500000 Penalty: 3129.868652 Iteration 95Q: 3 clusters Score -1446678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -1446675.125000 Penalty: 3129.868652 Iteration 96Q: 3 clusters Score -1446675 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -1446675.500000 Penalty: 3129.868652 Iteration 97Q: 3 clusters Score -1446676 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 11104 members Entering Unmasked Estep Score: -1446676.875000 Penalty: 3129.868652 Iteration 98Q: 3 clusters Score -1446677 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -1446678.875000 Penalty: 3129.868652 Iteration 99Q: 3 clusters Score -1446679 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 11112 members Entering Unmasked Estep Score: -1446678.250000 Penalty: 3129.868652 Iteration 100F: 3 clusters Score -1446678 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -1446680.625000 Penalty: 3129.868652 Iteration 101Q: 3 clusters Score -1446681 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -1446681.500000 Penalty: 3129.868652 Iteration 102Q: 3 clusters Score -1446682 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -1446681.500000 Penalty: 3129.868652 Iteration 103F: 3 clusters Score -1446682 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Entering Unmasked Estep Score: -99668.859375 Penalty: 1142.944824 Iteration 0F: 2 clusters Score -99668.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -98164.765625 Penalty: 2285.889648 Iteration 0F: 3 clusters Score -98164.77 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -98463.437500 Penalty: 2285.889648 Iteration 1F: 3 clusters Score -98463.44 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -98582.992188 Penalty: 2285.889648 Iteration 2F: 3 clusters Score -98582.99 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -98640.140625 Penalty: 2285.889648 Iteration 3F: 3 clusters Score -98640.14 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -98681.625000 Penalty: 2285.889648 Iteration 4Q: 3 clusters Score -98681.62 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -98721.484375 Penalty: 2285.889648 Iteration 5Q: 3 clusters Score -98721.48 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -98748.531250 Penalty: 2285.889648 Iteration 6Q: 3 clusters Score -98748.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -98766.851562 Penalty: 2285.889648 Iteration 7Q: 3 clusters Score -98766.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -98780.812500 Penalty: 2285.889648 Iteration 8Q: 3 clusters Score -98780.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -98785.125000 Penalty: 2285.889648 Iteration 9Q: 3 clusters Score -98785.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -98788.609375 Penalty: 2285.889648 Iteration 10Q: 3 clusters Score -98788.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -98791.835938 Penalty: 2285.889648 Iteration 11Q: 3 clusters Score -98791.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -98796.726562 Penalty: 2285.889648 Iteration 12Q: 3 clusters Score -98796.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -98798.773438 Penalty: 2285.889648 Iteration 13Q: 3 clusters Score -98798.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -98800.281250 Penalty: 2285.889648 Iteration 14Q: 3 clusters Score -98800.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -98801.125000 Penalty: 2285.889648 Iteration 15Q: 3 clusters Score -98801.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -98802.773438 Penalty: 2285.889648 Iteration 16Q: 3 clusters Score -98802.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -98802.773438 Penalty: 2285.889648 Iteration 17F: 3 clusters Score -98802.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Entering Unmasked Estep Score: -453942.281250 Penalty: 1369.679810 Iteration 0F: 2 clusters Score -453942.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -450234.500000 Penalty: 2739.359619 Iteration 0F: 3 clusters Score -450234.5 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -451279.437500 Penalty: 2739.359619 Iteration 1F: 3 clusters Score -451279.4 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -451492.875000 Penalty: 2739.359619 Iteration 2F: 3 clusters Score -451492.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -451662.000000 Penalty: 2739.359619 Iteration 3F: 3 clusters Score -451662 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -451848.625000 Penalty: 2739.359619 Iteration 4F: 3 clusters Score -451848.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -452092.375000 Penalty: 2739.359619 Iteration 5F: 3 clusters Score -452092.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -452383.750000 Penalty: 2739.359619 Iteration 6F: 3 clusters Score -452383.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -452647.718750 Penalty: 2739.359619 Iteration 7F: 3 clusters Score -452647.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -452884.406250 Penalty: 2739.359619 Iteration 8Q: 3 clusters Score -452884.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -453046.656250 Penalty: 2739.359619 Iteration 9Q: 3 clusters Score -453046.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -453176.687500 Penalty: 2739.359619 Iteration 10Q: 3 clusters Score -453176.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -453257.718750 Penalty: 2739.359619 Iteration 11Q: 3 clusters Score -453257.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -453321.750000 Penalty: 2739.359619 Iteration 12Q: 3 clusters Score -453321.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -453386.625000 Penalty: 2739.359619 Iteration 13Q: 3 clusters Score -453386.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -453434.000000 Penalty: 2739.359619 Iteration 14Q: 3 clusters Score -453434 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -453468.500000 Penalty: 2739.359619 Iteration 15Q: 3 clusters Score -453468.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -453485.968750 Penalty: 2739.359619 Iteration 16Q: 3 clusters Score -453486 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -453495.593750 Penalty: 2739.359619 Iteration 17Q: 3 clusters Score -453495.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -453499.687500 Penalty: 2739.359619 Iteration 18Q: 3 clusters Score -453499.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -453506.125000 Penalty: 2739.359619 Iteration 19Q: 3 clusters Score -453506.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -453509.750000 Penalty: 2739.359619 Iteration 20F: 3 clusters Score -453509.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -453511.250000 Penalty: 2739.359619 Iteration 21Q: 3 clusters Score -453511.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -453512.218750 Penalty: 2739.359619 Iteration 22Q: 3 clusters Score -453512.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -453512.562500 Penalty: 2739.359619 Iteration 23Q: 3 clusters Score -453512.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -453512.937500 Penalty: 2739.359619 Iteration 24Q: 3 clusters Score -453512.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -453512.937500 Penalty: 2739.359619 Iteration 25F: 3 clusters Score -453512.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Entering Unmasked Estep Score: -708409.375000 Penalty: 1444.781250 Iteration 0F: 2 clusters Score -708409.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -703002.250000 Penalty: 2889.562500 Iteration 0F: 3 clusters Score -703002.2 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -704740.750000 Penalty: 2889.562500 Iteration 1F: 3 clusters Score -704740.8 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -705027.625000 Penalty: 2889.562500 Iteration 2F: 3 clusters Score -705027.6 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -705284.375000 Penalty: 2889.562500 Iteration 3F: 3 clusters Score -705284.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -705500.000000 Penalty: 2889.562500 Iteration 4F: 3 clusters Score -705500 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -705678.500000 Penalty: 2889.562500 Iteration 5Q: 3 clusters Score -705678.5 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -705827.187500 Penalty: 2889.562500 Iteration 6Q: 3 clusters Score -705827.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -705967.125000 Penalty: 2889.562500 Iteration 7Q: 3 clusters Score -705967.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -706110.812500 Penalty: 2889.562500 Iteration 8Q: 3 clusters Score -706110.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -706262.375000 Penalty: 2889.562500 Iteration 9Q: 3 clusters Score -706262.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -706400.625000 Penalty: 2889.562500 Iteration 10Q: 3 clusters Score -706400.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -706529.125000 Penalty: 2889.562500 Iteration 11Q: 3 clusters Score -706529.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -706649.375000 Penalty: 2889.562500 Iteration 12Q: 3 clusters Score -706649.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -706763.500000 Penalty: 2889.562500 Iteration 13Q: 3 clusters Score -706763.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -706860.062500 Penalty: 2889.562500 Iteration 14Q: 3 clusters Score -706860.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -706930.562500 Penalty: 2889.562500 Iteration 15Q: 3 clusters Score -706930.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -706979.500000 Penalty: 2889.562500 Iteration 16Q: 3 clusters Score -706979.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -707026.250000 Penalty: 2889.562500 Iteration 17Q: 3 clusters Score -707026.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -707051.250000 Penalty: 2889.562500 Iteration 18Q: 3 clusters Score -707051.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -707072.812500 Penalty: 2889.562500 Iteration 19Q: 3 clusters Score -707072.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -707089.625000 Penalty: 2889.562500 Iteration 20F: 3 clusters Score -707089.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -707105.125000 Penalty: 2889.562500 Iteration 21Q: 3 clusters Score -707105.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -707120.437500 Penalty: 2889.562500 Iteration 22Q: 3 clusters Score -707120.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -707135.000000 Penalty: 2889.562500 Iteration 23Q: 3 clusters Score -707135 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -707149.687500 Penalty: 2889.562500 Iteration 24Q: 3 clusters Score -707149.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -707163.062500 Penalty: 2889.562500 Iteration 25Q: 3 clusters Score -707163.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -707167.375000 Penalty: 2889.562500 Iteration 26Q: 3 clusters Score -707167.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -707172.312500 Penalty: 2889.562500 Iteration 27Q: 3 clusters Score -707172.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -707179.062500 Penalty: 2889.562500 Iteration 28Q: 3 clusters Score -707179.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -707183.250000 Penalty: 2889.562500 Iteration 29Q: 3 clusters Score -707183.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -707188.062500 Penalty: 2889.562500 Iteration 30Q: 3 clusters Score -707188.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -707194.812500 Penalty: 2889.562500 Iteration 31Q: 3 clusters Score -707194.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -707200.812500 Penalty: 2889.562500 Iteration 32Q: 3 clusters Score -707200.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -707207.375000 Penalty: 2889.562500 Iteration 33Q: 3 clusters Score -707207.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -707213.125000 Penalty: 2889.562500 Iteration 34Q: 3 clusters Score -707213.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -707217.062500 Penalty: 2889.562500 Iteration 35Q: 3 clusters Score -707217.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -707220.250000 Penalty: 2889.562500 Iteration 36Q: 3 clusters Score -707220.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -707221.312500 Penalty: 2889.562500 Iteration 37Q: 3 clusters Score -707221.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -707222.375000 Penalty: 2889.562500 Iteration 38Q: 3 clusters Score -707222.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -707221.625000 Penalty: 2889.562500 Iteration 39Q: 3 clusters Score -707221.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -707221.625000 Penalty: 2889.562500 Iteration 40F: 3 clusters Score -707221.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Entering Unmasked Estep Score: -86708.320312 Penalty: 1100.997070 Iteration 0F: 2 clusters Score -86708.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -85362.117188 Penalty: 2201.994141 Iteration 0F: 3 clusters Score -85362.12 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -85586.171875 Penalty: 2201.994141 Iteration 1F: 3 clusters Score -85586.17 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -85692.765625 Penalty: 2201.994141 Iteration 2F: 3 clusters Score -85692.77 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -85762.804688 Penalty: 2201.994141 Iteration 3F: 3 clusters Score -85762.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -85814.039062 Penalty: 2201.994141 Iteration 4Q: 3 clusters Score -85814.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -85877.578125 Penalty: 2201.994141 Iteration 5Q: 3 clusters Score -85877.58 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -85977.945312 Penalty: 2201.994141 Iteration 6Q: 3 clusters Score -85977.95 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -86120.601562 Penalty: 2201.994141 Iteration 7F: 3 clusters Score -86120.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -86294.945312 Penalty: 2201.994141 Iteration 8F: 3 clusters Score -86294.95 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -86411.359375 Penalty: 2201.994141 Iteration 9F: 3 clusters Score -86411.36 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -86466.656250 Penalty: 2201.994141 Iteration 10Q: 3 clusters Score -86466.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -86481.757812 Penalty: 2201.994141 Iteration 11Q: 3 clusters Score -86481.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -86490.828125 Penalty: 2201.994141 Iteration 12Q: 3 clusters Score -86490.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -86498.851562 Penalty: 2201.994141 Iteration 13Q: 3 clusters Score -86498.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -86508.671875 Penalty: 2201.994141 Iteration 14Q: 3 clusters Score -86508.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -86515.015625 Penalty: 2201.994141 Iteration 15Q: 3 clusters Score -86515.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -86518.195312 Penalty: 2201.994141 Iteration 16Q: 3 clusters Score -86518.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -86519.960938 Penalty: 2201.994141 Iteration 17Q: 3 clusters Score -86519.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -86521.757812 Penalty: 2201.994141 Iteration 18Q: 3 clusters Score -86521.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -86524.070312 Penalty: 2201.994141 Iteration 19Q: 3 clusters Score -86524.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -86524.406250 Penalty: 2201.994141 Iteration 20F: 3 clusters Score -86524.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -86525.429688 Penalty: 2201.994141 Iteration 21Q: 3 clusters Score -86525.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -86525.429688 Penalty: 2201.994141 Iteration 22F: 3 clusters Score -86525.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Entering Unmasked Estep Score: -154889.468750 Penalty: 1200.703735 Iteration 0F: 2 clusters Score -154889.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -153062.109375 Penalty: 2401.407471 Iteration 0F: 3 clusters Score -153062.1 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -153512.812500 Penalty: 2401.407471 Iteration 1F: 3 clusters Score -153512.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -153758.500000 Penalty: 2401.407471 Iteration 2F: 3 clusters Score -153758.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -153913.515625 Penalty: 2401.407471 Iteration 3F: 3 clusters Score -153913.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -154013.031250 Penalty: 2401.407471 Iteration 4F: 3 clusters Score -154013 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -154103.578125 Penalty: 2401.407471 Iteration 5Q: 3 clusters Score -154103.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -154185.375000 Penalty: 2401.407471 Iteration 6Q: 3 clusters Score -154185.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -154245.734375 Penalty: 2401.407471 Iteration 7Q: 3 clusters Score -154245.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -154284.734375 Penalty: 2401.407471 Iteration 8Q: 3 clusters Score -154284.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -154322.593750 Penalty: 2401.407471 Iteration 9Q: 3 clusters Score -154322.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -154372.515625 Penalty: 2401.407471 Iteration 10Q: 3 clusters Score -154372.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -154427.296875 Penalty: 2401.407471 Iteration 11Q: 3 clusters Score -154427.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -154496.640625 Penalty: 2401.407471 Iteration 12Q: 3 clusters Score -154496.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -154598.390625 Penalty: 2401.407471 Iteration 13Q: 3 clusters Score -154598.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -154691.578125 Penalty: 2401.407471 Iteration 14Q: 3 clusters Score -154691.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -154815.125000 Penalty: 2401.407471 Iteration 15Q: 3 clusters Score -154815.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -154939.437500 Penalty: 2401.407471 Iteration 16Q: 3 clusters Score -154939.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -154993.359375 Penalty: 2401.407471 Iteration 17Q: 3 clusters Score -154993.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -155012.484375 Penalty: 2401.407471 Iteration 18Q: 3 clusters Score -155012.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -155016.421875 Penalty: 2401.407471 Iteration 19Q: 3 clusters Score -155016.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -155019.218750 Penalty: 2401.407471 Iteration 20F: 3 clusters Score -155019.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 547 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 668 members Mstep: Class 21 contains 2554 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 679 members Mstep: Class 33 contains 950 members Entering Unmasked Estep Score: -8175932.000000 Penalty: 61035.160156 Splitting cluster 20 changes total score from -8175318.500000 to -8175932.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 21 (2554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Entering Unmasked Estep Score: -249694.125000 Penalty: 1274.880127 Iteration 0F: 2 clusters Score -249694.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -247220.328125 Penalty: 2549.760254 Iteration 0F: 3 clusters Score -247220.3 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -247773.078125 Penalty: 2549.760254 Iteration 1F: 3 clusters Score -247773.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -247913.203125 Penalty: 2549.760254 Iteration 2F: 3 clusters Score -247913.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -248016.359375 Penalty: 2549.760254 Iteration 3F: 3 clusters Score -248016.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -248115.468750 Penalty: 2549.760254 Iteration 4Q: 3 clusters Score -248115.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -248208.515625 Penalty: 2549.760254 Iteration 5Q: 3 clusters Score -248208.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -248309.828125 Penalty: 2549.760254 Iteration 6Q: 3 clusters Score -248309.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -248421.953125 Penalty: 2549.760254 Iteration 7Q: 3 clusters Score -248422 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -248571.609375 Penalty: 2549.760254 Iteration 8Q: 3 clusters Score -248571.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -248745.750000 Penalty: 2549.760254 Iteration 9Q: 3 clusters Score -248745.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -248975.312500 Penalty: 2549.760254 Iteration 10F: 3 clusters Score -248975.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -249206.062500 Penalty: 2549.760254 Iteration 11F: 3 clusters Score -249206.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -249404.671875 Penalty: 2549.760254 Iteration 12Q: 3 clusters Score -249404.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -249592.796875 Penalty: 2549.760254 Iteration 13Q: 3 clusters Score -249592.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -249716.421875 Penalty: 2549.760254 Iteration 14Q: 3 clusters Score -249716.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -249754.968750 Penalty: 2549.760254 Iteration 15Q: 3 clusters Score -249755 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -249766.625000 Penalty: 2549.760254 Iteration 16Q: 3 clusters Score -249766.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -249769.968750 Penalty: 2549.760254 Iteration 17Q: 3 clusters Score -249770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -249769.890625 Penalty: 2549.760254 Iteration 18Q: 3 clusters Score -249769.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -249769.890625 Penalty: 2549.760254 Iteration 19F: 3 clusters Score -249769.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 547 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 668 members Mstep: Class 21 contains 1500 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 679 members Mstep: Class 33 contains 950 members Mstep: Class 34 contains 1054 members Entering Unmasked Estep Score: -8175434.000000 Penalty: 62884.710938 Splitting cluster 21 changes total score from -8175318.500000 to -8175434.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 22 (1771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Entering Unmasked Estep Score: -176155.687500 Penalty: 1215.386230 Iteration 0F: 2 clusters Score -176155.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -174201.578125 Penalty: 2430.772461 Iteration 0F: 3 clusters Score -174201.6 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -174564.421875 Penalty: 2430.772461 Iteration 1F: 3 clusters Score -174564.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -174643.812500 Penalty: 2430.772461 Iteration 2F: 3 clusters Score -174643.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -174690.781250 Penalty: 2430.772461 Iteration 3Q: 3 clusters Score -174690.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -174723.734375 Penalty: 2430.772461 Iteration 4Q: 3 clusters Score -174723.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -174745.906250 Penalty: 2430.772461 Iteration 5Q: 3 clusters Score -174745.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -174763.640625 Penalty: 2430.772461 Iteration 6Q: 3 clusters Score -174763.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -174778.515625 Penalty: 2430.772461 Iteration 7Q: 3 clusters Score -174778.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -174787.234375 Penalty: 2430.772461 Iteration 8Q: 3 clusters Score -174787.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -174795.015625 Penalty: 2430.772461 Iteration 9Q: 3 clusters Score -174795 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -174804.656250 Penalty: 2430.772461 Iteration 10Q: 3 clusters Score -174804.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -174810.875000 Penalty: 2430.772461 Iteration 11Q: 3 clusters Score -174810.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -174814.796875 Penalty: 2430.772461 Iteration 12Q: 3 clusters Score -174814.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -174819.015625 Penalty: 2430.772461 Iteration 13Q: 3 clusters Score -174819 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -174824.968750 Penalty: 2430.772461 Iteration 14Q: 3 clusters Score -174825 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -174829.187500 Penalty: 2430.772461 Iteration 15Q: 3 clusters Score -174829.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -174832.390625 Penalty: 2430.772461 Iteration 16Q: 3 clusters Score -174832.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -174834.921875 Penalty: 2430.772461 Iteration 17Q: 3 clusters Score -174834.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -174837.171875 Penalty: 2430.772461 Iteration 18Q: 3 clusters Score -174837.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -174842.484375 Penalty: 2430.772461 Iteration 19Q: 3 clusters Score -174842.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -174848.640625 Penalty: 2430.772461 Iteration 20F: 3 clusters Score -174848.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -174857.640625 Penalty: 2430.772461 Iteration 21Q: 3 clusters Score -174857.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -174867.593750 Penalty: 2430.772461 Iteration 22Q: 3 clusters Score -174867.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -174876.484375 Penalty: 2430.772461 Iteration 23Q: 3 clusters Score -174876.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -174882.296875 Penalty: 2430.772461 Iteration 24Q: 3 clusters Score -174882.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -174885.546875 Penalty: 2430.772461 Iteration 25Q: 3 clusters Score -174885.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -174888.250000 Penalty: 2430.772461 Iteration 26Q: 3 clusters Score -174888.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -174891.343750 Penalty: 2430.772461 Iteration 27Q: 3 clusters Score -174891.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -174893.921875 Penalty: 2430.772461 Iteration 28Q: 3 clusters Score -174893.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -174898.375000 Penalty: 2430.772461 Iteration 29Q: 3 clusters Score -174898.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -174900.062500 Penalty: 2430.772461 Iteration 30Q: 3 clusters Score -174900.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -174900.687500 Penalty: 2430.772461 Iteration 31Q: 3 clusters Score -174900.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -174902.875000 Penalty: 2430.772461 Iteration 32Q: 3 clusters Score -174902.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -174903.796875 Penalty: 2430.772461 Iteration 33Q: 3 clusters Score -174903.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -174904.156250 Penalty: 2430.772461 Iteration 34Q: 3 clusters Score -174904.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -174906.671875 Penalty: 2430.772461 Iteration 35Q: 3 clusters Score -174906.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -174909.375000 Penalty: 2430.772461 Iteration 36Q: 3 clusters Score -174909.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -174911.250000 Penalty: 2430.772461 Iteration 37Q: 3 clusters Score -174911.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -174914.093750 Penalty: 2430.772461 Iteration 38Q: 3 clusters Score -174914.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -174917.125000 Penalty: 2430.772461 Iteration 39Q: 3 clusters Score -174917.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -174918.343750 Penalty: 2430.772461 Iteration 40F: 3 clusters Score -174918.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -174921.421875 Penalty: 2430.772461 Iteration 41Q: 3 clusters Score -174921.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -174923.437500 Penalty: 2430.772461 Iteration 42Q: 3 clusters Score -174923.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -174924.281250 Penalty: 2430.772461 Iteration 43Q: 3 clusters Score -174924.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -174925.984375 Penalty: 2430.772461 Iteration 44Q: 3 clusters Score -174926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -174927.656250 Penalty: 2430.772461 Iteration 45Q: 3 clusters Score -174927.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -174929.218750 Penalty: 2430.772461 Iteration 46Q: 3 clusters Score -174929.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -174930.468750 Penalty: 2430.772461 Iteration 47Q: 3 clusters Score -174930.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -174931.765625 Penalty: 2430.772461 Iteration 48Q: 3 clusters Score -174931.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -174933.218750 Penalty: 2430.772461 Iteration 49Q: 3 clusters Score -174933.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -174933.828125 Penalty: 2430.772461 Iteration 50Q: 3 clusters Score -174933.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -174933.796875 Penalty: 2430.772461 Iteration 51Q: 3 clusters Score -174933.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -174933.796875 Penalty: 2430.772461 Iteration 52F: 3 clusters Score -174933.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Entering Unmasked Estep Score: -157752.062500 Penalty: 1194.458862 Iteration 0F: 2 clusters Score -157752.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -155914.109375 Penalty: 2388.917725 Iteration 0F: 3 clusters Score -155914.1 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -156298.203125 Penalty: 2388.917725 Iteration 1F: 3 clusters Score -156298.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -156402.390625 Penalty: 2388.917725 Iteration 2F: 3 clusters Score -156402.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -156465.781250 Penalty: 2388.917725 Iteration 3Q: 3 clusters Score -156465.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -156522.281250 Penalty: 2388.917725 Iteration 4Q: 3 clusters Score -156522.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -156579.015625 Penalty: 2388.917725 Iteration 5Q: 3 clusters Score -156579 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -156634.937500 Penalty: 2388.917725 Iteration 6Q: 3 clusters Score -156634.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -156694.250000 Penalty: 2388.917725 Iteration 7Q: 3 clusters Score -156694.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -156756.250000 Penalty: 2388.917725 Iteration 8Q: 3 clusters Score -156756.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -156814.437500 Penalty: 2388.917725 Iteration 9Q: 3 clusters Score -156814.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -156853.875000 Penalty: 2388.917725 Iteration 10Q: 3 clusters Score -156853.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -156891.359375 Penalty: 2388.917725 Iteration 11Q: 3 clusters Score -156891.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -156921.281250 Penalty: 2388.917725 Iteration 12Q: 3 clusters Score -156921.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -156946.984375 Penalty: 2388.917725 Iteration 13Q: 3 clusters Score -156947 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -156962.453125 Penalty: 2388.917725 Iteration 14Q: 3 clusters Score -156962.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -156978.250000 Penalty: 2388.917725 Iteration 15Q: 3 clusters Score -156978.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -156991.906250 Penalty: 2388.917725 Iteration 16Q: 3 clusters Score -156991.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -156998.625000 Penalty: 2388.917725 Iteration 17Q: 3 clusters Score -156998.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -157003.421875 Penalty: 2388.917725 Iteration 18Q: 3 clusters Score -157003.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -157007.109375 Penalty: 2388.917725 Iteration 19Q: 3 clusters Score -157007.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -157007.109375 Penalty: 2388.917725 Iteration 20F: 3 clusters Score -157007.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1258 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Entering Unmasked Estep Score: -124726.968750 Penalty: 1159.807739 Iteration 0F: 2 clusters Score -124727 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -123116.132812 Penalty: 2319.615479 Iteration 0F: 3 clusters Score -123116.1 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -123442.507812 Penalty: 2319.615479 Iteration 1F: 3 clusters Score -123442.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -123527.703125 Penalty: 2319.615479 Iteration 2F: 3 clusters Score -123527.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -123567.843750 Penalty: 2319.615479 Iteration 3Q: 3 clusters Score -123567.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -123587.046875 Penalty: 2319.615479 Iteration 4Q: 3 clusters Score -123587 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -123604.070312 Penalty: 2319.615479 Iteration 5Q: 3 clusters Score -123604.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -123618.843750 Penalty: 2319.615479 Iteration 6Q: 3 clusters Score -123618.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -123625.976562 Penalty: 2319.615479 Iteration 7Q: 3 clusters Score -123626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -123628.523438 Penalty: 2319.615479 Iteration 8Q: 3 clusters Score -123628.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -123628.523438 Penalty: 2319.615479 Iteration 9F: 3 clusters Score -123628.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -91061.929688 Penalty: 1117.895386 Iteration 0F: 2 clusters Score -91061.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -89661.398438 Penalty: 2235.790771 Iteration 0F: 3 clusters Score -89661.4 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -89936.679688 Penalty: 2235.790771 Iteration 1F: 3 clusters Score -89936.68 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -90050.968750 Penalty: 2235.790771 Iteration 2F: 3 clusters Score -90050.97 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -90118.562500 Penalty: 2235.790771 Iteration 3Q: 3 clusters Score -90118.56 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -90205.921875 Penalty: 2235.790771 Iteration 4Q: 3 clusters Score -90205.92 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -90311.789062 Penalty: 2235.790771 Iteration 5Q: 3 clusters Score -90311.79 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -90438.203125 Penalty: 2235.790771 Iteration 6Q: 3 clusters Score -90438.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -90553.234375 Penalty: 2235.790771 Iteration 7Q: 3 clusters Score -90553.23 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -90610.289062 Penalty: 2235.790771 Iteration 8Q: 3 clusters Score -90610.29 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -90654.695312 Penalty: 2235.790771 Iteration 9Q: 3 clusters Score -90654.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -90684.937500 Penalty: 2235.790771 Iteration 10Q: 3 clusters Score -90684.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -90718.429688 Penalty: 2235.790771 Iteration 11Q: 3 clusters Score -90718.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -90739.054688 Penalty: 2235.790771 Iteration 12Q: 3 clusters Score -90739.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -90749.273438 Penalty: 2235.790771 Iteration 13Q: 3 clusters Score -90749.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -90756.453125 Penalty: 2235.790771 Iteration 14Q: 3 clusters Score -90756.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -90768.093750 Penalty: 2235.790771 Iteration 15Q: 3 clusters Score -90768.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -90777.507812 Penalty: 2235.790771 Iteration 16Q: 3 clusters Score -90777.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -90786.656250 Penalty: 2235.790771 Iteration 17Q: 3 clusters Score -90786.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -90799.523438 Penalty: 2235.790771 Iteration 18Q: 3 clusters Score -90799.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -90806.375000 Penalty: 2235.790771 Iteration 19Q: 3 clusters Score -90806.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -90813.859375 Penalty: 2235.790771 Iteration 20F: 3 clusters Score -90813.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -90829.343750 Penalty: 2235.790771 Iteration 21Q: 3 clusters Score -90829.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -90829.343750 Penalty: 2235.790771 Iteration 22F: 3 clusters Score -90829.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Entering Unmasked Estep Score: -105851.484375 Penalty: 1153.082642 Iteration 0F: 2 clusters Score -105851.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -104429.882812 Penalty: 2306.165283 Iteration 0F: 3 clusters Score -104429.9 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -104877.125000 Penalty: 2306.165283 Iteration 1F: 3 clusters Score -104877.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -105016.070312 Penalty: 2306.165283 Iteration 2F: 3 clusters Score -105016.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -105080.531250 Penalty: 2306.165283 Iteration 3F: 3 clusters Score -105080.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -105129.984375 Penalty: 2306.165283 Iteration 4Q: 3 clusters Score -105130 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -105163.960938 Penalty: 2306.165283 Iteration 5Q: 3 clusters Score -105164 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -105197.195312 Penalty: 2306.165283 Iteration 6Q: 3 clusters Score -105197.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -105231.390625 Penalty: 2306.165283 Iteration 7Q: 3 clusters Score -105231.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -105250.843750 Penalty: 2306.165283 Iteration 8Q: 3 clusters Score -105250.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -105259.843750 Penalty: 2306.165283 Iteration 9Q: 3 clusters Score -105259.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -105265.976562 Penalty: 2306.165283 Iteration 10Q: 3 clusters Score -105266 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -105274.250000 Penalty: 2306.165283 Iteration 11Q: 3 clusters Score -105274.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -105282.171875 Penalty: 2306.165283 Iteration 12Q: 3 clusters Score -105282.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -105303.609375 Penalty: 2306.165283 Iteration 13Q: 3 clusters Score -105303.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -105313.406250 Penalty: 2306.165283 Iteration 14Q: 3 clusters Score -105313.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -105332.757812 Penalty: 2306.165283 Iteration 15Q: 3 clusters Score -105332.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -105353.781250 Penalty: 2306.165283 Iteration 16Q: 3 clusters Score -105353.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -105373.429688 Penalty: 2306.165283 Iteration 17Q: 3 clusters Score -105373.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -105405.820312 Penalty: 2306.165283 Iteration 18Q: 3 clusters Score -105405.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -105447.742188 Penalty: 2306.165283 Iteration 19Q: 3 clusters Score -105447.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -105568.265625 Penalty: 2306.165283 Iteration 20F: 3 clusters Score -105568.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -105672.843750 Penalty: 2306.165283 Iteration 21Q: 3 clusters Score -105672.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -105750.976562 Penalty: 2306.165283 Iteration 22Q: 3 clusters Score -105751 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -105800.351562 Penalty: 2306.165283 Iteration 23Q: 3 clusters Score -105800.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -105827.593750 Penalty: 2306.165283 Iteration 24Q: 3 clusters Score -105827.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -105836.867188 Penalty: 2306.165283 Iteration 25Q: 3 clusters Score -105836.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -105838.851562 Penalty: 2306.165283 Iteration 26Q: 3 clusters Score -105838.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -105840.117188 Penalty: 2306.165283 Iteration 27Q: 3 clusters Score -105840.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -105842.234375 Penalty: 2306.165283 Iteration 28Q: 3 clusters Score -105842.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -105842.718750 Penalty: 2306.165283 Iteration 29Q: 3 clusters Score -105842.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -105871.843750 Penalty: 2306.165283 Iteration 30F: 3 clusters Score -105871.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -105936.382812 Penalty: 2306.165283 Iteration 31Q: 3 clusters Score -105936.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -105978.750000 Penalty: 2306.165283 Iteration 32Q: 3 clusters Score -105978.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -106024.179688 Penalty: 2306.165283 Iteration 33Q: 3 clusters Score -106024.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -106044.039062 Penalty: 2306.165283 Iteration 34Q: 3 clusters Score -106044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -106052.250000 Penalty: 2306.165283 Iteration 35Q: 3 clusters Score -106052.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -106059.703125 Penalty: 2306.165283 Iteration 36Q: 3 clusters Score -106059.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -106059.984375 Penalty: 2306.165283 Iteration 37Q: 3 clusters Score -106060 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -106060.242188 Penalty: 2306.165283 Iteration 38Q: 3 clusters Score -106060.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -106060.242188 Penalty: 2306.165283 Iteration 39F: 3 clusters Score -106060.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 547 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 668 members Mstep: Class 21 contains 1500 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 724 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 679 members Mstep: Class 33 contains 950 members Mstep: Class 34 contains 1054 members Mstep: Class 35 contains 483 members Entering Unmasked Estep Score: -8174937.500000 Penalty: 64734.261719 Splitting cluster 26 changes total score from -8175318.500000 to -8174937.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (5785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Entering Unmasked Estep Score: -551063.187500 Penalty: 1407.741333 Iteration 0F: 2 clusters Score -551063.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -546571.687500 Penalty: 2815.482666 Iteration 0F: 3 clusters Score -546571.7 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -547946.250000 Penalty: 2815.482666 Iteration 1F: 3 clusters Score -547946.2 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -548191.125000 Penalty: 2815.482666 Iteration 2F: 3 clusters Score -548191.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -548344.312500 Penalty: 2815.482666 Iteration 3F: 3 clusters Score -548344.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -548470.875000 Penalty: 2815.482666 Iteration 4Q: 3 clusters Score -548470.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -548593.937500 Penalty: 2815.482666 Iteration 5Q: 3 clusters Score -548593.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -548722.125000 Penalty: 2815.482666 Iteration 6Q: 3 clusters Score -548722.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -548836.000000 Penalty: 2815.482666 Iteration 7Q: 3 clusters Score -548836 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -548966.312500 Penalty: 2815.482666 Iteration 8Q: 3 clusters Score -548966.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -549076.812500 Penalty: 2815.482666 Iteration 9Q: 3 clusters Score -549076.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -549186.750000 Penalty: 2815.482666 Iteration 10Q: 3 clusters Score -549186.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -549271.312500 Penalty: 2815.482666 Iteration 11Q: 3 clusters Score -549271.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -549344.562500 Penalty: 2815.482666 Iteration 12Q: 3 clusters Score -549344.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -549419.000000 Penalty: 2815.482666 Iteration 13Q: 3 clusters Score -549419 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -549485.500000 Penalty: 2815.482666 Iteration 14Q: 3 clusters Score -549485.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -549545.500000 Penalty: 2815.482666 Iteration 15Q: 3 clusters Score -549545.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -549586.687500 Penalty: 2815.482666 Iteration 16Q: 3 clusters Score -549586.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -549618.625000 Penalty: 2815.482666 Iteration 17Q: 3 clusters Score -549618.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -549640.250000 Penalty: 2815.482666 Iteration 18Q: 3 clusters Score -549640.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -549652.812500 Penalty: 2815.482666 Iteration 19Q: 3 clusters Score -549652.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -549665.562500 Penalty: 2815.482666 Iteration 20F: 3 clusters Score -549665.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -549677.250000 Penalty: 2815.482666 Iteration 21Q: 3 clusters Score -549677.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -549683.000000 Penalty: 2815.482666 Iteration 22Q: 3 clusters Score -549683 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -549688.000000 Penalty: 2815.482666 Iteration 23Q: 3 clusters Score -549688 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -549691.500000 Penalty: 2815.482666 Iteration 24Q: 3 clusters Score -549691.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -549696.312500 Penalty: 2815.482666 Iteration 25Q: 3 clusters Score -549696.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -549701.750000 Penalty: 2815.482666 Iteration 26Q: 3 clusters Score -549701.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -549705.062500 Penalty: 2815.482666 Iteration 27Q: 3 clusters Score -549705.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -549710.062500 Penalty: 2815.482666 Iteration 28Q: 3 clusters Score -549710.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -549712.000000 Penalty: 2815.482666 Iteration 29Q: 3 clusters Score -549712 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -549715.625000 Penalty: 2815.482666 Iteration 30Q: 3 clusters Score -549715.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -549718.687500 Penalty: 2815.482666 Iteration 31Q: 3 clusters Score -549718.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -549724.500000 Penalty: 2815.482666 Iteration 32Q: 3 clusters Score -549724.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -549735.625000 Penalty: 2815.482666 Iteration 33Q: 3 clusters Score -549735.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -549751.437500 Penalty: 2815.482666 Iteration 34Q: 3 clusters Score -549751.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -549766.812500 Penalty: 2815.482666 Iteration 35Q: 3 clusters Score -549766.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -549778.562500 Penalty: 2815.482666 Iteration 36Q: 3 clusters Score -549778.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -549785.375000 Penalty: 2815.482666 Iteration 37Q: 3 clusters Score -549785.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -549793.250000 Penalty: 2815.482666 Iteration 38Q: 3 clusters Score -549793.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -549798.250000 Penalty: 2815.482666 Iteration 39Q: 3 clusters Score -549798.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -549801.062500 Penalty: 2815.482666 Iteration 40F: 3 clusters Score -549801.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -549801.750000 Penalty: 2815.482666 Iteration 41Q: 3 clusters Score -549801.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -549804.750000 Penalty: 2815.482666 Iteration 42Q: 3 clusters Score -549804.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -549805.000000 Penalty: 2815.482666 Iteration 43Q: 3 clusters Score -549805 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -549806.125000 Penalty: 2815.482666 Iteration 44Q: 3 clusters Score -549806.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -549807.937500 Penalty: 2815.482666 Iteration 45Q: 3 clusters Score -549807.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -549807.812500 Penalty: 2815.482666 Iteration 46Q: 3 clusters Score -549807.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -549807.812500 Penalty: 2815.482666 Iteration 47F: 3 clusters Score -549807.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Entering Unmasked Estep Score: -94872.789062 Penalty: 1121.695679 Iteration 0F: 2 clusters Score -94872.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -93417.992188 Penalty: 2243.391357 Iteration 0F: 3 clusters Score -93417.99 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -93680.414062 Penalty: 2243.391357 Iteration 1F: 3 clusters Score -93680.41 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -93762.312500 Penalty: 2243.391357 Iteration 2F: 3 clusters Score -93762.31 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -93801.687500 Penalty: 2243.391357 Iteration 3Q: 3 clusters Score -93801.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -93840.117188 Penalty: 2243.391357 Iteration 4Q: 3 clusters Score -93840.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -93884.406250 Penalty: 2243.391357 Iteration 5Q: 3 clusters Score -93884.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -93925.859375 Penalty: 2243.391357 Iteration 6Q: 3 clusters Score -93925.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -93949.210938 Penalty: 2243.391357 Iteration 7Q: 3 clusters Score -93949.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -93975.554688 Penalty: 2243.391357 Iteration 8Q: 3 clusters Score -93975.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -93987.976562 Penalty: 2243.391357 Iteration 9Q: 3 clusters Score -93987.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -93996.679688 Penalty: 2243.391357 Iteration 10Q: 3 clusters Score -93996.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -94004.757812 Penalty: 2243.391357 Iteration 11Q: 3 clusters Score -94004.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -94013.304688 Penalty: 2243.391357 Iteration 12Q: 3 clusters Score -94013.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94017.507812 Penalty: 2243.391357 Iteration 13Q: 3 clusters Score -94017.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -94018.250000 Penalty: 2243.391357 Iteration 14Q: 3 clusters Score -94018.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94019.750000 Penalty: 2243.391357 Iteration 15Q: 3 clusters Score -94019.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -94022.218750 Penalty: 2243.391357 Iteration 16Q: 3 clusters Score -94022.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -94024.156250 Penalty: 2243.391357 Iteration 17Q: 3 clusters Score -94024.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94026.437500 Penalty: 2243.391357 Iteration 18Q: 3 clusters Score -94026.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94030.992188 Penalty: 2243.391357 Iteration 19Q: 3 clusters Score -94030.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -94041.304688 Penalty: 2243.391357 Iteration 20F: 3 clusters Score -94041.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94048.726562 Penalty: 2243.391357 Iteration 21Q: 3 clusters Score -94048.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94053.296875 Penalty: 2243.391357 Iteration 22Q: 3 clusters Score -94053.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -94057.257812 Penalty: 2243.391357 Iteration 23Q: 3 clusters Score -94057.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -94067.156250 Penalty: 2243.391357 Iteration 24Q: 3 clusters Score -94067.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -94075.375000 Penalty: 2243.391357 Iteration 25Q: 3 clusters Score -94075.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -94080.132812 Penalty: 2243.391357 Iteration 26Q: 3 clusters Score -94080.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -94085.210938 Penalty: 2243.391357 Iteration 27Q: 3 clusters Score -94085.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -94093.929688 Penalty: 2243.391357 Iteration 28Q: 3 clusters Score -94093.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -94106.906250 Penalty: 2243.391357 Iteration 29Q: 3 clusters Score -94106.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -94115.937500 Penalty: 2243.391357 Iteration 30Q: 3 clusters Score -94115.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -94123.539062 Penalty: 2243.391357 Iteration 31Q: 3 clusters Score -94123.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -94133.523438 Penalty: 2243.391357 Iteration 32Q: 3 clusters Score -94133.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -94149.460938 Penalty: 2243.391357 Iteration 33Q: 3 clusters Score -94149.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -94165.437500 Penalty: 2243.391357 Iteration 34Q: 3 clusters Score -94165.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -94196.078125 Penalty: 2243.391357 Iteration 35Q: 3 clusters Score -94196.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -94216.734375 Penalty: 2243.391357 Iteration 36Q: 3 clusters Score -94216.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -94238.703125 Penalty: 2243.391357 Iteration 37Q: 3 clusters Score -94238.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -94261.679688 Penalty: 2243.391357 Iteration 38Q: 3 clusters Score -94261.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -94298.203125 Penalty: 2243.391357 Iteration 39Q: 3 clusters Score -94298.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -94339.601562 Penalty: 2243.391357 Iteration 40F: 3 clusters Score -94339.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -94357.796875 Penalty: 2243.391357 Iteration 41Q: 3 clusters Score -94357.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -94372.125000 Penalty: 2243.391357 Iteration 42Q: 3 clusters Score -94372.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -94387.523438 Penalty: 2243.391357 Iteration 43Q: 3 clusters Score -94387.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -94414.812500 Penalty: 2243.391357 Iteration 44Q: 3 clusters Score -94414.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -94435.593750 Penalty: 2243.391357 Iteration 45Q: 3 clusters Score -94435.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -94445.953125 Penalty: 2243.391357 Iteration 46Q: 3 clusters Score -94445.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -94455.179688 Penalty: 2243.391357 Iteration 47Q: 3 clusters Score -94455.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -94463.101562 Penalty: 2243.391357 Iteration 48Q: 3 clusters Score -94463.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -94465.070312 Penalty: 2243.391357 Iteration 49Q: 3 clusters Score -94465.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -94468.710938 Penalty: 2243.391357 Iteration 50Q: 3 clusters Score -94468.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -94471.125000 Penalty: 2243.391357 Iteration 51Q: 3 clusters Score -94471.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -94471.125000 Penalty: 2243.391357 Iteration 52F: 3 clusters Score -94471.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Entering Unmasked Estep Score: -174751.265625 Penalty: 1221.154907 Iteration 0F: 2 clusters Score -174751.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -172792.609375 Penalty: 2442.309814 Iteration 0F: 3 clusters Score -172792.6 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -173199.109375 Penalty: 2442.309814 Iteration 1F: 3 clusters Score -173199.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -173346.140625 Penalty: 2442.309814 Iteration 2F: 3 clusters Score -173346.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -173432.484375 Penalty: 2442.309814 Iteration 3F: 3 clusters Score -173432.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -173514.312500 Penalty: 2442.309814 Iteration 4Q: 3 clusters Score -173514.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -173591.703125 Penalty: 2442.309814 Iteration 5Q: 3 clusters Score -173591.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -173638.875000 Penalty: 2442.309814 Iteration 6Q: 3 clusters Score -173638.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -173674.562500 Penalty: 2442.309814 Iteration 7Q: 3 clusters Score -173674.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -173704.656250 Penalty: 2442.309814 Iteration 8Q: 3 clusters Score -173704.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -173724.343750 Penalty: 2442.309814 Iteration 9Q: 3 clusters Score -173724.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -173742.015625 Penalty: 2442.309814 Iteration 10Q: 3 clusters Score -173742 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -173752.218750 Penalty: 2442.309814 Iteration 11Q: 3 clusters Score -173752.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -173766.812500 Penalty: 2442.309814 Iteration 12Q: 3 clusters Score -173766.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -173785.250000 Penalty: 2442.309814 Iteration 13Q: 3 clusters Score -173785.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -173808.390625 Penalty: 2442.309814 Iteration 14Q: 3 clusters Score -173808.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -173824.750000 Penalty: 2442.309814 Iteration 15Q: 3 clusters Score -173824.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -173836.156250 Penalty: 2442.309814 Iteration 16Q: 3 clusters Score -173836.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -173854.812500 Penalty: 2442.309814 Iteration 17Q: 3 clusters Score -173854.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -173881.187500 Penalty: 2442.309814 Iteration 18Q: 3 clusters Score -173881.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -173911.437500 Penalty: 2442.309814 Iteration 19Q: 3 clusters Score -173911.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -173947.468750 Penalty: 2442.309814 Iteration 20F: 3 clusters Score -173947.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -173988.484375 Penalty: 2442.309814 Iteration 21Q: 3 clusters Score -173988.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -174030.640625 Penalty: 2442.309814 Iteration 22Q: 3 clusters Score -174030.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -174071.515625 Penalty: 2442.309814 Iteration 23Q: 3 clusters Score -174071.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -174128.500000 Penalty: 2442.309814 Iteration 24Q: 3 clusters Score -174128.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -174173.843750 Penalty: 2442.309814 Iteration 25Q: 3 clusters Score -174173.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -174219.046875 Penalty: 2442.309814 Iteration 26Q: 3 clusters Score -174219 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -174258.140625 Penalty: 2442.309814 Iteration 27Q: 3 clusters Score -174258.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -174291.734375 Penalty: 2442.309814 Iteration 28Q: 3 clusters Score -174291.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -174337.656250 Penalty: 2442.309814 Iteration 29Q: 3 clusters Score -174337.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -174411.609375 Penalty: 2442.309814 Iteration 30Q: 3 clusters Score -174411.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -174495.109375 Penalty: 2442.309814 Iteration 31Q: 3 clusters Score -174495.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -174660.890625 Penalty: 2442.309814 Iteration 32Q: 3 clusters Score -174660.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -174888.593750 Penalty: 2442.309814 Iteration 33Q: 3 clusters Score -174888.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -175068.125000 Penalty: 2442.309814 Iteration 34Q: 3 clusters Score -175068.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -175132.031250 Penalty: 2442.309814 Iteration 35Q: 3 clusters Score -175132 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -175146.218750 Penalty: 2442.309814 Iteration 36Q: 3 clusters Score -175146.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -175150.484375 Penalty: 2442.309814 Iteration 37Q: 3 clusters Score -175150.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -175151.656250 Penalty: 2442.309814 Iteration 38Q: 3 clusters Score -175151.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -175152.593750 Penalty: 2442.309814 Iteration 39Q: 3 clusters Score -175152.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -175152.593750 Penalty: 2442.309814 Iteration 40F: 3 clusters Score -175152.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 547 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 668 members Mstep: Class 21 contains 1500 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1214 members Mstep: Class 30 contains 9219 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 679 members Mstep: Class 33 contains 950 members Mstep: Class 34 contains 1054 members Mstep: Class 35 contains 621 members Entering Unmasked Estep Score: -8175215.500000 Penalty: 64734.261719 Splitting cluster 29 changes total score from -8175318.500000 to -8175215.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 30 (9219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Entering Unmasked Estep Score: -906490.875000 Penalty: 1483.466064 Iteration 0F: 2 clusters Score -906490.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -899875.312500 Penalty: 2966.932129 Iteration 0F: 3 clusters Score -899875.3 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -902234.812500 Penalty: 2966.932129 Iteration 1F: 3 clusters Score -902234.8 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -902622.125000 Penalty: 2966.932129 Iteration 2F: 3 clusters Score -902622.1 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -902980.250000 Penalty: 2966.932129 Iteration 3F: 3 clusters Score -902980.2 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -903397.062500 Penalty: 2966.932129 Iteration 4F: 3 clusters Score -903397.1 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -904051.750000 Penalty: 2966.932129 Iteration 5F: 3 clusters Score -904051.8 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -905146.937500 Penalty: 2966.932129 Iteration 6F: 3 clusters Score -905146.9 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -906368.000000 Penalty: 2966.932129 Iteration 7F: 3 clusters Score -906368 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -907204.312500 Penalty: 2966.932129 Iteration 8F: 3 clusters Score -907204.3 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -907602.250000 Penalty: 2966.932129 Iteration 9Q: 3 clusters Score -907602.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -907740.125000 Penalty: 2966.932129 Iteration 10Q: 3 clusters Score -907740.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 7500 members Entering Unmasked Estep Score: -907812.187500 Penalty: 2966.932129 Iteration 11Q: 3 clusters Score -907812.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -907862.312500 Penalty: 2966.932129 Iteration 12Q: 3 clusters Score -907862.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -907910.375000 Penalty: 2966.932129 Iteration 13Q: 3 clusters Score -907910.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -907964.625000 Penalty: 2966.932129 Iteration 14Q: 3 clusters Score -907964.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -908038.187500 Penalty: 2966.932129 Iteration 15Q: 3 clusters Score -908038.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -908076.375000 Penalty: 2966.932129 Iteration 16Q: 3 clusters Score -908076.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -908089.625000 Penalty: 2966.932129 Iteration 17Q: 3 clusters Score -908089.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -908097.875000 Penalty: 2966.932129 Iteration 18Q: 3 clusters Score -908097.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -908102.250000 Penalty: 2966.932129 Iteration 19Q: 3 clusters Score -908102.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -908103.250000 Penalty: 2966.932129 Iteration 20F: 3 clusters Score -908103.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 547 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 668 members Mstep: Class 21 contains 1500 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 1432 members Mstep: Class 31 contains 8720 members Mstep: Class 32 contains 679 members Mstep: Class 33 contains 950 members Mstep: Class 34 contains 1054 members Mstep: Class 35 contains 7787 members Entering Unmasked Estep Score: -8176682.500000 Penalty: 64734.261719 Splitting cluster 30 changes total score from -8175318.500000 to -8176682.500000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 31 (8720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Entering Unmasked Estep Score: -863297.687500 Penalty: 1474.423340 Iteration 0F: 2 clusters Score -863297.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -856972.687500 Penalty: 2948.846680 Iteration 0F: 3 clusters Score -856972.7 nChanged 3714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -859129.687500 Penalty: 2948.846680 Iteration 1F: 3 clusters Score -859129.7 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -859575.562500 Penalty: 2948.846680 Iteration 2F: 3 clusters Score -859575.6 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -860057.687500 Penalty: 2948.846680 Iteration 3F: 3 clusters Score -860057.7 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -860560.687500 Penalty: 2948.846680 Iteration 4F: 3 clusters Score -860560.7 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -861066.875000 Penalty: 2948.846680 Iteration 5F: 3 clusters Score -861066.9 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -861532.062500 Penalty: 2948.846680 Iteration 6F: 3 clusters Score -861532.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -861879.000000 Penalty: 2948.846680 Iteration 7Q: 3 clusters Score -861879 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -862118.000000 Penalty: 2948.846680 Iteration 8Q: 3 clusters Score -862118 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -862236.625000 Penalty: 2948.846680 Iteration 9Q: 3 clusters Score -862236.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -862318.062500 Penalty: 2948.846680 Iteration 10Q: 3 clusters Score -862318.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 8286 members Entering Unmasked Estep Score: -862354.687500 Penalty: 2948.846680 Iteration 11Q: 3 clusters Score -862354.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 8323 members Entering Unmasked Estep Score: -862381.437500 Penalty: 2948.846680 Iteration 12Q: 3 clusters Score -862381.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -862393.812500 Penalty: 2948.846680 Iteration 13Q: 3 clusters Score -862393.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -862403.437500 Penalty: 2948.846680 Iteration 14Q: 3 clusters Score -862403.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -862406.875000 Penalty: 2948.846680 Iteration 15Q: 3 clusters Score -862406.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -862414.562500 Penalty: 2948.846680 Iteration 16Q: 3 clusters Score -862414.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -862415.437500 Penalty: 2948.846680 Iteration 17Q: 3 clusters Score -862415.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -862417.750000 Penalty: 2948.846680 Iteration 18Q: 3 clusters Score -862417.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -862419.062500 Penalty: 2948.846680 Iteration 19Q: 3 clusters Score -862419.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -862419.062500 Penalty: 2948.846680 Iteration 20F: 3 clusters Score -862419.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6315 members Mstep: Class 4 contains 1703 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 1230 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 1768 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 547 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 668 members Mstep: Class 21 contains 1500 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1258 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1207 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 1432 members Mstep: Class 31 contains 8720 members Entering Unmasked Estep ConsiderDeletion Score: -8177079.000000 Penalty: 64734.261719 Iteration 79Q: 36 clusters Score -8177079 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6304 members Mstep: Class 4 contains 1713 members Mstep: Class 5 contains 485 members Mstep: Class 6 contains 1250 members Mstep: Class 7 contains 891 members Mstep: Class 8 contains 1722 members Mstep: Class 9 contains 1772 members Mstep: Class 10 contains 1709 members Mstep: Class 11 contains 1543 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 550 members Mstep: Class 15 contains 15212 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4577 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 875 members Mstep: Class 20 contains 689 members Mstep: Class 21 contains 1516 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1557 members Mstep: Class 24 contains 1260 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1217 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 995 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 1439 members Mstep: Class 31 contains 8719 members Mstep: Class 32 contains 641 members Mstep: Class 33 contains 945 members Mstep: Class 34 contains 1020 members Mstep: Class 35 contains 7774 members Entering Unmasked Estep ConsiderDeletion Score: -8177593.000000 Penalty: 64734.261719 Iteration 80F: 36 clusters Score -8177593 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 6291 members Mstep: Class 4 contains 1721 members Mstep: Class 5 contains 473 members Mstep: Class 6 contains 1245 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 1690 members Mstep: Class 9 contains 1766 members Mstep: Class 10 contains 1705 members Mstep: Class 11 contains 1536 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 575 members Mstep: Class 14 contains 552 members Mstep: Class 15 contains 15203 members Mstep: Class 16 contains 1130 members Mstep: Class 17 contains 4570 members Mstep: Class 18 contains 7264 members Mstep: Class 19 contains 874 members Mstep: Class 20 contains 704 members Mstep: Class 21 contains 1508 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1545 members Mstep: Class 24 contains 1263 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1224 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 992 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 1444 members Mstep: Class 31 contains 8716 members Mstep: Class 32 contains 691 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1050 members Mstep: Class 35 contains 7791 members Entering Unmasked Estep ConsiderDeletion Score: -8177856.000000 Penalty: 64734.261719 Iteration 81Q: 36 clusters Score -8177856 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6284 members Mstep: Class 4 contains 1725 members Mstep: Class 5 contains 465 members Mstep: Class 6 contains 1250 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1664 members Mstep: Class 9 contains 1763 members Mstep: Class 10 contains 1711 members Mstep: Class 11 contains 1533 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 553 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1131 members Mstep: Class 17 contains 4562 members Mstep: Class 18 contains 7266 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 709 members Mstep: Class 21 contains 1510 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1539 members Mstep: Class 24 contains 1268 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1229 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 994 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 1439 members Mstep: Class 31 contains 8709 members Mstep: Class 32 contains 696 members Mstep: Class 33 contains 947 members Mstep: Class 34 contains 1062 members Mstep: Class 35 contains 7806 members Entering Unmasked Estep ConsiderDeletion Score: -8177970.500000 Penalty: 64734.261719 Iteration 82Q: 36 clusters Score -8177970 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6285 members Mstep: Class 4 contains 1728 members Mstep: Class 5 contains 458 members Mstep: Class 6 contains 1251 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1652 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1712 members Mstep: Class 11 contains 1531 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15202 members Mstep: Class 16 contains 1133 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7267 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 711 members Mstep: Class 21 contains 1506 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1270 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1231 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 1443 members Mstep: Class 31 contains 8702 members Mstep: Class 32 contains 700 members Mstep: Class 33 contains 947 members Mstep: Class 34 contains 1073 members Mstep: Class 35 contains 7811 members Entering Unmasked Estep ConsiderDeletion Score: -8178061.500000 Penalty: 64734.261719 Iteration 83Q: 36 clusters Score -8178062 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6286 members Mstep: Class 4 contains 1728 members Mstep: Class 5 contains 450 members Mstep: Class 6 contains 1259 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1649 members Mstep: Class 9 contains 1764 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1528 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15203 members Mstep: Class 16 contains 1132 members Mstep: Class 17 contains 4560 members Mstep: Class 18 contains 7270 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1231 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 1447 members Mstep: Class 31 contains 8695 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 947 members Mstep: Class 34 contains 1075 members Mstep: Class 35 contains 7813 members Entering Unmasked Estep ConsiderDeletion Score: -8178102.000000 Penalty: 64734.261719 Iteration 84Q: 36 clusters Score -8178102 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6289 members Mstep: Class 4 contains 1729 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 1266 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1646 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15203 members Mstep: Class 16 contains 1133 members Mstep: Class 17 contains 4560 members Mstep: Class 18 contains 7272 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1503 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 1448 members Mstep: Class 31 contains 8686 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 947 members Mstep: Class 34 contains 1076 members Mstep: Class 35 contains 7813 members Entering Unmasked Estep ConsiderDeletion Score: -8178102.000000 Penalty: 64734.261719 Iteration 85Q: 36 clusters Score -8178102 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6292 members Mstep: Class 4 contains 1730 members Mstep: Class 5 contains 443 members Mstep: Class 6 contains 1266 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1641 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1133 members Mstep: Class 17 contains 4560 members Mstep: Class 18 contains 7273 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1502 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1270 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 1449 members Mstep: Class 31 contains 8683 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 947 members Mstep: Class 34 contains 1078 members Mstep: Class 35 contains 7814 members Entering Unmasked Estep ConsiderDeletion Score: -8178111.500000 Penalty: 64734.261719 Iteration 86Q: 36 clusters Score -8178112 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6294 members Mstep: Class 4 contains 1733 members Mstep: Class 5 contains 440 members Mstep: Class 6 contains 1263 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1636 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15205 members Mstep: Class 16 contains 1134 members Mstep: Class 17 contains 4560 members Mstep: Class 18 contains 7275 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1500 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1270 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 1451 members Mstep: Class 31 contains 8679 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 947 members Mstep: Class 34 contains 1081 members Mstep: Class 35 contains 7817 members Entering Unmasked Estep ConsiderDeletion Score: -8178126.000000 Penalty: 64734.261719 Iteration 87Q: 36 clusters Score -8178126 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6298 members Mstep: Class 4 contains 1734 members Mstep: Class 5 contains 436 members Mstep: Class 6 contains 1262 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1634 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15205 members Mstep: Class 16 contains 1135 members Mstep: Class 17 contains 4560 members Mstep: Class 18 contains 7275 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1498 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1270 members Mstep: Class 25 contains 972 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 1453 members Mstep: Class 31 contains 8675 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 947 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7820 members Entering Unmasked Estep ConsiderDeletion Score: -8178113.000000 Penalty: 64734.261719 Iteration 88Q: 36 clusters Score -8178113 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6300 members Mstep: Class 4 contains 1736 members Mstep: Class 5 contains 435 members Mstep: Class 6 contains 1262 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1632 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15205 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4560 members Mstep: Class 18 contains 7274 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1494 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1270 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5784 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1836 members Mstep: Class 30 contains 1457 members Mstep: Class 31 contains 8669 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 947 members Mstep: Class 34 contains 1084 members Mstep: Class 35 contains 7821 members Entering Unmasked Estep ConsiderDeletion Score: -8178123.500000 Penalty: 64734.261719 Iteration 89Q: 36 clusters Score -8178124 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6299 members Mstep: Class 4 contains 1737 members Mstep: Class 5 contains 433 members Mstep: Class 6 contains 1261 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1632 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7275 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1490 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5785 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1838 members Mstep: Class 30 contains 1460 members Mstep: Class 31 contains 8666 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1083 members Mstep: Class 35 contains 7825 members Entering Unmasked Estep ConsiderDeletion Score: -8178138.500000 Penalty: 64734.261719 Iteration 90Q: 36 clusters Score -8178138 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6299 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 431 members Mstep: Class 6 contains 1263 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7275 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1487 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5786 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1839 members Mstep: Class 30 contains 1462 members Mstep: Class 31 contains 8664 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7827 members Entering Unmasked Estep ConsiderDeletion Score: -8178145.500000 Penalty: 64734.261719 Iteration 91Q: 36 clusters Score -8178146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6300 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 1264 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7275 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5787 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1839 members Mstep: Class 30 contains 1466 members Mstep: Class 31 contains 8662 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7826 members Entering Unmasked Estep ConsiderDeletion Score: -8178153.500000 Penalty: 64734.261719 Iteration 92Q: 36 clusters Score -8178154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6300 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 1262 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7276 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5787 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1839 members Mstep: Class 30 contains 1466 members Mstep: Class 31 contains 8662 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7827 members Entering Unmasked Estep ConsiderDeletion Score: -8178153.000000 Penalty: 64734.261719 Iteration 93Q: 36 clusters Score -8178153 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6301 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 430 members Mstep: Class 6 contains 1260 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7276 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5787 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1839 members Mstep: Class 30 contains 1466 members Mstep: Class 31 contains 8662 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7827 members Entering Unmasked Estep ConsiderDeletion Score: -8178153.000000 Penalty: 64734.261719 Iteration 94Q: 36 clusters Score -8178153 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6301 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 430 members Mstep: Class 6 contains 1260 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7276 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5787 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1839 members Mstep: Class 30 contains 1466 members Mstep: Class 31 contains 8662 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7827 members Entering Unmasked Estep ConsiderDeletion Score: -8178153.000000 Penalty: 64734.261719 Iteration 95F: 36 clusters Score -8178153 nChanged 0 Entering ConstructFrom: Score: -8178153.000000 Penalty: 64734.261719 Entering ConstructFrom: Trying to split cluster 1 (448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Entering Unmasked Estep Score: -37467.578125 Penalty: 992.028870 Iteration 0F: 2 clusters Score -37467.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -36460.214844 Penalty: 1984.057739 Iteration 0F: 3 clusters Score -36460.21 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -36632.777344 Penalty: 1984.057739 Iteration 1F: 3 clusters Score -36632.78 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -36690.109375 Penalty: 1984.057739 Iteration 2F: 3 clusters Score -36690.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -36712.929688 Penalty: 1984.057739 Iteration 3Q: 3 clusters Score -36712.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -36730.925781 Penalty: 1984.057739 Iteration 4Q: 3 clusters Score -36730.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -36738.394531 Penalty: 1984.057739 Iteration 5Q: 3 clusters Score -36738.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -36743.566406 Penalty: 1984.057739 Iteration 6Q: 3 clusters Score -36743.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -36772.488281 Penalty: 1984.057739 Iteration 7Q: 3 clusters Score -36772.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -36779.132812 Penalty: 1984.057739 Iteration 8Q: 3 clusters Score -36779.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -36779.132812 Penalty: 1984.057739 Iteration 9F: 3 clusters Score -36779.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Entering Unmasked Estep Score: -113698.757812 Penalty: 1141.794312 Iteration 0F: 2 clusters Score -113698.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -112167.921875 Penalty: 2283.588623 Iteration 0F: 3 clusters Score -112167.9 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -112460.984375 Penalty: 2283.588623 Iteration 1F: 3 clusters Score -112461 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -112566.492188 Penalty: 2283.588623 Iteration 2F: 3 clusters Score -112566.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -112632.289062 Penalty: 2283.588623 Iteration 3F: 3 clusters Score -112632.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -112682.351562 Penalty: 2283.588623 Iteration 4Q: 3 clusters Score -112682.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -112725.765625 Penalty: 2283.588623 Iteration 5Q: 3 clusters Score -112725.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -112750.546875 Penalty: 2283.588623 Iteration 6Q: 3 clusters Score -112750.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -112768.218750 Penalty: 2283.588623 Iteration 7Q: 3 clusters Score -112768.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -112786.867188 Penalty: 2283.588623 Iteration 8Q: 3 clusters Score -112786.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -112805.000000 Penalty: 2283.588623 Iteration 9Q: 3 clusters Score -112805 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -112818.992188 Penalty: 2283.588623 Iteration 10Q: 3 clusters Score -112819 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -112824.476562 Penalty: 2283.588623 Iteration 11Q: 3 clusters Score -112824.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -112827.726562 Penalty: 2283.588623 Iteration 12Q: 3 clusters Score -112827.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -112828.859375 Penalty: 2283.588623 Iteration 13Q: 3 clusters Score -112828.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -112831.476562 Penalty: 2283.588623 Iteration 14Q: 3 clusters Score -112831.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -112837.218750 Penalty: 2283.588623 Iteration 15Q: 3 clusters Score -112837.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -112841.585938 Penalty: 2283.588623 Iteration 16Q: 3 clusters Score -112841.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -112848.875000 Penalty: 2283.588623 Iteration 17Q: 3 clusters Score -112848.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -112860.468750 Penalty: 2283.588623 Iteration 18Q: 3 clusters Score -112860.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -112869.757812 Penalty: 2283.588623 Iteration 19Q: 3 clusters Score -112869.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -112880.507812 Penalty: 2283.588623 Iteration 20F: 3 clusters Score -112880.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -112886.617188 Penalty: 2283.588623 Iteration 21Q: 3 clusters Score -112886.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -112888.031250 Penalty: 2283.588623 Iteration 22Q: 3 clusters Score -112888 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -112890.351562 Penalty: 2283.588623 Iteration 23Q: 3 clusters Score -112890.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -112892.828125 Penalty: 2283.588623 Iteration 24Q: 3 clusters Score -112892.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -112896.007812 Penalty: 2283.588623 Iteration 25Q: 3 clusters Score -112896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -112896.007812 Penalty: 2283.588623 Iteration 26F: 3 clusters Score -112896 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Entering Unmasked Estep Score: -608993.812500 Penalty: 1421.625366 Iteration 0F: 2 clusters Score -608993.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -604194.875000 Penalty: 2843.250732 Iteration 0F: 3 clusters Score -604194.9 nChanged 2684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -606046.312500 Penalty: 2843.250732 Iteration 1F: 3 clusters Score -606046.3 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -606533.437500 Penalty: 2843.250732 Iteration 2F: 3 clusters Score -606533.4 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -606864.500000 Penalty: 2843.250732 Iteration 3F: 3 clusters Score -606864.5 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -607174.687500 Penalty: 2843.250732 Iteration 4F: 3 clusters Score -607174.7 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -607475.875000 Penalty: 2843.250732 Iteration 5F: 3 clusters Score -607475.9 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -607897.500000 Penalty: 2843.250732 Iteration 6F: 3 clusters Score -607897.5 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -608344.437500 Penalty: 2843.250732 Iteration 7F: 3 clusters Score -608344.4 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -608663.187500 Penalty: 2843.250732 Iteration 8Q: 3 clusters Score -608663.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -608865.437500 Penalty: 2843.250732 Iteration 9Q: 3 clusters Score -608865.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -608936.375000 Penalty: 2843.250732 Iteration 10Q: 3 clusters Score -608936.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -608955.312500 Penalty: 2843.250732 Iteration 11Q: 3 clusters Score -608955.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -608963.000000 Penalty: 2843.250732 Iteration 12Q: 3 clusters Score -608963 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -608966.500000 Penalty: 2843.250732 Iteration 13Q: 3 clusters Score -608966.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -608969.375000 Penalty: 2843.250732 Iteration 14Q: 3 clusters Score -608969.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -608969.000000 Penalty: 2843.250732 Iteration 15Q: 3 clusters Score -608969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -608970.500000 Penalty: 2843.250732 Iteration 16Q: 3 clusters Score -608970.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -608970.625000 Penalty: 2843.250732 Iteration 17Q: 3 clusters Score -608970.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -608971.812500 Penalty: 2843.250732 Iteration 18Q: 3 clusters Score -608971.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -608971.812500 Penalty: 2843.250732 Iteration 19F: 3 clusters Score -608971.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Entering Unmasked Estep Score: -156960.000000 Penalty: 1212.329712 Iteration 0F: 2 clusters Score -156960 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -155040.250000 Penalty: 2424.659424 Iteration 0F: 3 clusters Score -155040.2 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -155458.593750 Penalty: 2424.659424 Iteration 1F: 3 clusters Score -155458.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -155587.656250 Penalty: 2424.659424 Iteration 2F: 3 clusters Score -155587.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -155761.921875 Penalty: 2424.659424 Iteration 3F: 3 clusters Score -155761.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -156004.312500 Penalty: 2424.659424 Iteration 4F: 3 clusters Score -156004.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -156170.625000 Penalty: 2424.659424 Iteration 5F: 3 clusters Score -156170.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -156279.390625 Penalty: 2424.659424 Iteration 6F: 3 clusters Score -156279.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -156385.359375 Penalty: 2424.659424 Iteration 7F: 3 clusters Score -156385.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -156489.234375 Penalty: 2424.659424 Iteration 8F: 3 clusters Score -156489.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -156579.109375 Penalty: 2424.659424 Iteration 9Q: 3 clusters Score -156579.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -156643.375000 Penalty: 2424.659424 Iteration 10Q: 3 clusters Score -156643.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -156690.296875 Penalty: 2424.659424 Iteration 11Q: 3 clusters Score -156690.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -156725.437500 Penalty: 2424.659424 Iteration 12Q: 3 clusters Score -156725.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -156749.953125 Penalty: 2424.659424 Iteration 13Q: 3 clusters Score -156750 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -156760.796875 Penalty: 2424.659424 Iteration 14Q: 3 clusters Score -156760.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -156764.484375 Penalty: 2424.659424 Iteration 15Q: 3 clusters Score -156764.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -156768.984375 Penalty: 2424.659424 Iteration 16Q: 3 clusters Score -156769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -156772.078125 Penalty: 2424.659424 Iteration 17Q: 3 clusters Score -156772.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -156773.937500 Penalty: 2424.659424 Iteration 18Q: 3 clusters Score -156773.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -156773.937500 Penalty: 2424.659424 Iteration 19F: 3 clusters Score -156773.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Entering Unmasked Estep Score: -31658.189453 Penalty: 985.365051 Iteration 0F: 2 clusters Score -31658.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -30698.873047 Penalty: 1970.730103 Iteration 0F: 3 clusters Score -30698.87 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -30994.337891 Penalty: 1970.730103 Iteration 1F: 3 clusters Score -30994.34 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -31176.707031 Penalty: 1970.730103 Iteration 2F: 3 clusters Score -31176.71 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31305.406250 Penalty: 1970.730103 Iteration 3F: 3 clusters Score -31305.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -31372.666016 Penalty: 1970.730103 Iteration 4F: 3 clusters Score -31372.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -31394.728516 Penalty: 1970.730103 Iteration 5Q: 3 clusters Score -31394.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -31422.916016 Penalty: 1970.730103 Iteration 6Q: 3 clusters Score -31422.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -31432.671875 Penalty: 1970.730103 Iteration 7Q: 3 clusters Score -31432.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -31440.158203 Penalty: 1970.730103 Iteration 8Q: 3 clusters Score -31440.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -31450.841797 Penalty: 1970.730103 Iteration 9Q: 3 clusters Score -31450.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -31457.812500 Penalty: 1970.730103 Iteration 10Q: 3 clusters Score -31457.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -31468.794922 Penalty: 1970.730103 Iteration 11Q: 3 clusters Score -31468.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -31481.939453 Penalty: 1970.730103 Iteration 12Q: 3 clusters Score -31481.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -31481.939453 Penalty: 1970.730103 Iteration 13F: 3 clusters Score -31481.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Entering Unmasked Estep Score: -108963.164062 Penalty: 1160.065918 Iteration 0F: 2 clusters Score -108963.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -107391.492188 Penalty: 2320.131836 Iteration 0F: 3 clusters Score -107391.5 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -107767.804688 Penalty: 2320.131836 Iteration 1F: 3 clusters Score -107767.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -107844.289062 Penalty: 2320.131836 Iteration 2F: 3 clusters Score -107844.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -107902.289062 Penalty: 2320.131836 Iteration 3Q: 3 clusters Score -107902.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -107950.093750 Penalty: 2320.131836 Iteration 4Q: 3 clusters Score -107950.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -107982.539062 Penalty: 2320.131836 Iteration 5Q: 3 clusters Score -107982.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -108023.882812 Penalty: 2320.131836 Iteration 6Q: 3 clusters Score -108023.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -108064.234375 Penalty: 2320.131836 Iteration 7Q: 3 clusters Score -108064.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -108093.554688 Penalty: 2320.131836 Iteration 8Q: 3 clusters Score -108093.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -108123.085938 Penalty: 2320.131836 Iteration 9Q: 3 clusters Score -108123.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -108147.195312 Penalty: 2320.131836 Iteration 10Q: 3 clusters Score -108147.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -108170.523438 Penalty: 2320.131836 Iteration 11Q: 3 clusters Score -108170.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -108189.617188 Penalty: 2320.131836 Iteration 12Q: 3 clusters Score -108189.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -108208.632812 Penalty: 2320.131836 Iteration 13Q: 3 clusters Score -108208.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -108227.843750 Penalty: 2320.131836 Iteration 14Q: 3 clusters Score -108227.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -108256.859375 Penalty: 2320.131836 Iteration 15Q: 3 clusters Score -108256.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -108284.937500 Penalty: 2320.131836 Iteration 16Q: 3 clusters Score -108284.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -108307.445312 Penalty: 2320.131836 Iteration 17Q: 3 clusters Score -108307.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -108325.890625 Penalty: 2320.131836 Iteration 18Q: 3 clusters Score -108325.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -108344.000000 Penalty: 2320.131836 Iteration 19Q: 3 clusters Score -108344 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -108357.578125 Penalty: 2320.131836 Iteration 20F: 3 clusters Score -108357.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -108367.468750 Penalty: 2320.131836 Iteration 21Q: 3 clusters Score -108367.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -108380.507812 Penalty: 2320.131836 Iteration 22Q: 3 clusters Score -108380.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -108394.968750 Penalty: 2320.131836 Iteration 23Q: 3 clusters Score -108395 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -108415.710938 Penalty: 2320.131836 Iteration 24Q: 3 clusters Score -108415.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -108429.109375 Penalty: 2320.131836 Iteration 25Q: 3 clusters Score -108429.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -108437.695312 Penalty: 2320.131836 Iteration 26Q: 3 clusters Score -108437.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -108454.000000 Penalty: 2320.131836 Iteration 27Q: 3 clusters Score -108454 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -108467.132812 Penalty: 2320.131836 Iteration 28Q: 3 clusters Score -108467.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -108481.031250 Penalty: 2320.131836 Iteration 29Q: 3 clusters Score -108481 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -108487.023438 Penalty: 2320.131836 Iteration 30Q: 3 clusters Score -108487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -108489.421875 Penalty: 2320.131836 Iteration 31Q: 3 clusters Score -108489.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -108495.273438 Penalty: 2320.131836 Iteration 32Q: 3 clusters Score -108495.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -108501.859375 Penalty: 2320.131836 Iteration 33Q: 3 clusters Score -108501.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -108504.570312 Penalty: 2320.131836 Iteration 34Q: 3 clusters Score -108504.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -108505.460938 Penalty: 2320.131836 Iteration 35Q: 3 clusters Score -108505.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -108506.125000 Penalty: 2320.131836 Iteration 36Q: 3 clusters Score -108506.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -108506.640625 Penalty: 2320.131836 Iteration 37Q: 3 clusters Score -108506.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -108507.171875 Penalty: 2320.131836 Iteration 38Q: 3 clusters Score -108507.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -108507.171875 Penalty: 2320.131836 Iteration 39F: 3 clusters Score -108507.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Entering Unmasked Estep Score: -87567.859375 Penalty: 1104.302246 Iteration 0F: 2 clusters Score -87567.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -86204.875000 Penalty: 2208.604492 Iteration 0F: 3 clusters Score -86204.88 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -86497.265625 Penalty: 2208.604492 Iteration 1F: 3 clusters Score -86497.27 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -86668.921875 Penalty: 2208.604492 Iteration 2F: 3 clusters Score -86668.92 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -86890.125000 Penalty: 2208.604492 Iteration 3F: 3 clusters Score -86890.12 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -87188.304688 Penalty: 2208.604492 Iteration 4F: 3 clusters Score -87188.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -87393.625000 Penalty: 2208.604492 Iteration 5F: 3 clusters Score -87393.62 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -87483.757812 Penalty: 2208.604492 Iteration 6Q: 3 clusters Score -87483.76 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -87547.585938 Penalty: 2208.604492 Iteration 7Q: 3 clusters Score -87547.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -87588.078125 Penalty: 2208.604492 Iteration 8Q: 3 clusters Score -87588.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -87598.007812 Penalty: 2208.604492 Iteration 9Q: 3 clusters Score -87598.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -87599.820312 Penalty: 2208.604492 Iteration 10Q: 3 clusters Score -87599.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -87600.570312 Penalty: 2208.604492 Iteration 11Q: 3 clusters Score -87600.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -87600.570312 Penalty: 2208.604492 Iteration 12F: 3 clusters Score -87600.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6301 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 430 members Mstep: Class 6 contains 1260 members Mstep: Class 7 contains 483 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7276 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5787 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1839 members Mstep: Class 30 contains 1466 members Mstep: Class 31 contains 8662 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7827 members Mstep: Class 36 contains 411 members Entering Unmasked Estep Score: -8177434.500000 Penalty: 66583.812500 Splitting cluster 7 changes total score from -8178153.000000 to -8177434.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Entering Unmasked Estep Score: -156769.593750 Penalty: 1202.004150 Iteration 0F: 2 clusters Score -156769.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -154940.078125 Penalty: 2404.008301 Iteration 0F: 3 clusters Score -154940.1 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -155374.765625 Penalty: 2404.008301 Iteration 1F: 3 clusters Score -155374.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -155541.703125 Penalty: 2404.008301 Iteration 2F: 3 clusters Score -155541.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -155707.156250 Penalty: 2404.008301 Iteration 3F: 3 clusters Score -155707.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -155843.765625 Penalty: 2404.008301 Iteration 4Q: 3 clusters Score -155843.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -155913.625000 Penalty: 2404.008301 Iteration 5Q: 3 clusters Score -155913.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -155964.078125 Penalty: 2404.008301 Iteration 6Q: 3 clusters Score -155964.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -156000.343750 Penalty: 2404.008301 Iteration 7Q: 3 clusters Score -156000.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -156036.421875 Penalty: 2404.008301 Iteration 8Q: 3 clusters Score -156036.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -156064.109375 Penalty: 2404.008301 Iteration 9Q: 3 clusters Score -156064.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -156093.796875 Penalty: 2404.008301 Iteration 10Q: 3 clusters Score -156093.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -156114.531250 Penalty: 2404.008301 Iteration 11Q: 3 clusters Score -156114.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -156140.734375 Penalty: 2404.008301 Iteration 12Q: 3 clusters Score -156140.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -156160.718750 Penalty: 2404.008301 Iteration 13Q: 3 clusters Score -156160.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -156177.765625 Penalty: 2404.008301 Iteration 14Q: 3 clusters Score -156177.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -156194.125000 Penalty: 2404.008301 Iteration 15Q: 3 clusters Score -156194.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -156205.703125 Penalty: 2404.008301 Iteration 16Q: 3 clusters Score -156205.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -156217.468750 Penalty: 2404.008301 Iteration 17Q: 3 clusters Score -156217.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -156228.359375 Penalty: 2404.008301 Iteration 18Q: 3 clusters Score -156228.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -156234.375000 Penalty: 2404.008301 Iteration 19Q: 3 clusters Score -156234.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -156238.687500 Penalty: 2404.008301 Iteration 20F: 3 clusters Score -156238.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -156239.125000 Penalty: 2404.008301 Iteration 21Q: 3 clusters Score -156239.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -156240.109375 Penalty: 2404.008301 Iteration 22Q: 3 clusters Score -156240.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -156240.687500 Penalty: 2404.008301 Iteration 23Q: 3 clusters Score -156240.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -156242.265625 Penalty: 2404.008301 Iteration 24Q: 3 clusters Score -156242.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -156245.921875 Penalty: 2404.008301 Iteration 25Q: 3 clusters Score -156245.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -156247.406250 Penalty: 2404.008301 Iteration 26Q: 3 clusters Score -156247.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -156249.500000 Penalty: 2404.008301 Iteration 27Q: 3 clusters Score -156249.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -156253.187500 Penalty: 2404.008301 Iteration 28Q: 3 clusters Score -156253.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -156256.937500 Penalty: 2404.008301 Iteration 29Q: 3 clusters Score -156256.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -156258.765625 Penalty: 2404.008301 Iteration 30Q: 3 clusters Score -156258.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -156260.500000 Penalty: 2404.008301 Iteration 31Q: 3 clusters Score -156260.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -156260.953125 Penalty: 2404.008301 Iteration 32Q: 3 clusters Score -156261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -156261.687500 Penalty: 2404.008301 Iteration 33Q: 3 clusters Score -156261.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -156264.140625 Penalty: 2404.008301 Iteration 34Q: 3 clusters Score -156264.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -156265.875000 Penalty: 2404.008301 Iteration 35Q: 3 clusters Score -156265.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -156269.687500 Penalty: 2404.008301 Iteration 36Q: 3 clusters Score -156269.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -156270.953125 Penalty: 2404.008301 Iteration 37Q: 3 clusters Score -156271 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -156270.953125 Penalty: 2404.008301 Iteration 38F: 3 clusters Score -156271 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Entering Unmasked Estep Score: -173567.015625 Penalty: 1214.834717 Iteration 0F: 2 clusters Score -173567 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -171638.687500 Penalty: 2429.669434 Iteration 0F: 3 clusters Score -171638.7 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -172169.671875 Penalty: 2429.669434 Iteration 1F: 3 clusters Score -172169.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -172371.640625 Penalty: 2429.669434 Iteration 2F: 3 clusters Score -172371.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -172564.234375 Penalty: 2429.669434 Iteration 3F: 3 clusters Score -172564.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -172710.953125 Penalty: 2429.669434 Iteration 4F: 3 clusters Score -172711 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -172868.718750 Penalty: 2429.669434 Iteration 5F: 3 clusters Score -172868.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -172996.328125 Penalty: 2429.669434 Iteration 6F: 3 clusters Score -172996.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -173058.109375 Penalty: 2429.669434 Iteration 7Q: 3 clusters Score -173058.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -173107.421875 Penalty: 2429.669434 Iteration 8Q: 3 clusters Score -173107.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -173138.734375 Penalty: 2429.669434 Iteration 9Q: 3 clusters Score -173138.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -173170.671875 Penalty: 2429.669434 Iteration 10Q: 3 clusters Score -173170.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -173190.187500 Penalty: 2429.669434 Iteration 11Q: 3 clusters Score -173190.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -173201.515625 Penalty: 2429.669434 Iteration 12Q: 3 clusters Score -173201.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -173205.625000 Penalty: 2429.669434 Iteration 13Q: 3 clusters Score -173205.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -173209.468750 Penalty: 2429.669434 Iteration 14Q: 3 clusters Score -173209.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -173211.453125 Penalty: 2429.669434 Iteration 15Q: 3 clusters Score -173211.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -173212.796875 Penalty: 2429.669434 Iteration 16Q: 3 clusters Score -173212.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -173214.781250 Penalty: 2429.669434 Iteration 17Q: 3 clusters Score -173214.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -173214.781250 Penalty: 2429.669434 Iteration 18F: 3 clusters Score -173214.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Entering Unmasked Estep Score: -165442.734375 Penalty: 1210.164917 Iteration 0F: 2 clusters Score -165442.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -163579.359375 Penalty: 2420.329834 Iteration 0F: 3 clusters Score -163579.4 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -164005.156250 Penalty: 2420.329834 Iteration 1F: 3 clusters Score -164005.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -164159.546875 Penalty: 2420.329834 Iteration 2F: 3 clusters Score -164159.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -164282.609375 Penalty: 2420.329834 Iteration 3F: 3 clusters Score -164282.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -164383.093750 Penalty: 2420.329834 Iteration 4Q: 3 clusters Score -164383.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -164485.906250 Penalty: 2420.329834 Iteration 5Q: 3 clusters Score -164485.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -164562.421875 Penalty: 2420.329834 Iteration 6Q: 3 clusters Score -164562.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -164657.171875 Penalty: 2420.329834 Iteration 7Q: 3 clusters Score -164657.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -164751.203125 Penalty: 2420.329834 Iteration 8Q: 3 clusters Score -164751.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -164876.890625 Penalty: 2420.329834 Iteration 9Q: 3 clusters Score -164876.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -165001.953125 Penalty: 2420.329834 Iteration 10Q: 3 clusters Score -165002 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -165193.328125 Penalty: 2420.329834 Iteration 11Q: 3 clusters Score -165193.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -165379.359375 Penalty: 2420.329834 Iteration 12Q: 3 clusters Score -165379.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -165495.437500 Penalty: 2420.329834 Iteration 13Q: 3 clusters Score -165495.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -165529.125000 Penalty: 2420.329834 Iteration 14Q: 3 clusters Score -165529.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -165542.781250 Penalty: 2420.329834 Iteration 15Q: 3 clusters Score -165542.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -165547.718750 Penalty: 2420.329834 Iteration 16Q: 3 clusters Score -165547.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -165549.671875 Penalty: 2420.329834 Iteration 17Q: 3 clusters Score -165549.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -165550.515625 Penalty: 2420.329834 Iteration 18Q: 3 clusters Score -165550.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -165550.656250 Penalty: 2420.329834 Iteration 19Q: 3 clusters Score -165550.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -165551.953125 Penalty: 2420.329834 Iteration 20F: 3 clusters Score -165552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -165553.062500 Penalty: 2420.329834 Iteration 21Q: 3 clusters Score -165553.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -165553.062500 Penalty: 2420.329834 Iteration 22F: 3 clusters Score -165553.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6301 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 430 members Mstep: Class 6 contains 1260 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 879 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7276 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5787 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1839 members Mstep: Class 30 contains 1466 members Mstep: Class 31 contains 8662 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7827 members Mstep: Class 36 contains 836 members Entering Unmasked Estep Score: -8177620.500000 Penalty: 66583.812500 Splitting cluster 10 changes total score from -8178153.000000 to -8177620.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Entering Unmasked Estep Score: -147506.796875 Penalty: 1191.297363 Iteration 0F: 2 clusters Score -147506.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -145720.640625 Penalty: 2382.594727 Iteration 0F: 3 clusters Score -145720.6 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -146076.890625 Penalty: 2382.594727 Iteration 1F: 3 clusters Score -146076.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -146177.093750 Penalty: 2382.594727 Iteration 2F: 3 clusters Score -146177.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -146242.140625 Penalty: 2382.594727 Iteration 3Q: 3 clusters Score -146242.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -146287.328125 Penalty: 2382.594727 Iteration 4Q: 3 clusters Score -146287.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -146315.234375 Penalty: 2382.594727 Iteration 5Q: 3 clusters Score -146315.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -146339.656250 Penalty: 2382.594727 Iteration 6Q: 3 clusters Score -146339.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -146361.968750 Penalty: 2382.594727 Iteration 7Q: 3 clusters Score -146362 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -146393.843750 Penalty: 2382.594727 Iteration 8Q: 3 clusters Score -146393.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -146418.328125 Penalty: 2382.594727 Iteration 9Q: 3 clusters Score -146418.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -146446.031250 Penalty: 2382.594727 Iteration 10Q: 3 clusters Score -146446 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -146489.546875 Penalty: 2382.594727 Iteration 11Q: 3 clusters Score -146489.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -146535.125000 Penalty: 2382.594727 Iteration 12Q: 3 clusters Score -146535.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -146579.562500 Penalty: 2382.594727 Iteration 13Q: 3 clusters Score -146579.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -146649.578125 Penalty: 2382.594727 Iteration 14Q: 3 clusters Score -146649.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -146763.265625 Penalty: 2382.594727 Iteration 15Q: 3 clusters Score -146763.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -146906.062500 Penalty: 2382.594727 Iteration 16Q: 3 clusters Score -146906.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -147036.968750 Penalty: 2382.594727 Iteration 17Q: 3 clusters Score -147037 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -147160.046875 Penalty: 2382.594727 Iteration 18Q: 3 clusters Score -147160 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -147229.421875 Penalty: 2382.594727 Iteration 19Q: 3 clusters Score -147229.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -147259.015625 Penalty: 2382.594727 Iteration 20F: 3 clusters Score -147259 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -147265.937500 Penalty: 2382.594727 Iteration 21Q: 3 clusters Score -147265.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -147265.937500 Penalty: 2382.594727 Iteration 22F: 3 clusters Score -147265.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -35528.324219 Penalty: 967.402039 Iteration 0F: 2 clusters Score -35528.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -34540.144531 Penalty: 1934.804077 Iteration 0F: 3 clusters Score -34540.14 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -34665.816406 Penalty: 1934.804077 Iteration 1F: 3 clusters Score -34665.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -34714.195312 Penalty: 1934.804077 Iteration 2F: 3 clusters Score -34714.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -34727.808594 Penalty: 1934.804077 Iteration 3Q: 3 clusters Score -34727.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -34734.964844 Penalty: 1934.804077 Iteration 4Q: 3 clusters Score -34734.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -34742.144531 Penalty: 1934.804077 Iteration 5Q: 3 clusters Score -34742.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -34744.085938 Penalty: 1934.804077 Iteration 6Q: 3 clusters Score -34744.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -34746.429688 Penalty: 1934.804077 Iteration 7Q: 3 clusters Score -34746.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -34746.429688 Penalty: 1934.804077 Iteration 8F: 3 clusters Score -34746.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Entering Unmasked Estep Score: -55022.976562 Penalty: 1033.430786 Iteration 0F: 2 clusters Score -55022.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -53882.441406 Penalty: 2066.861572 Iteration 0F: 3 clusters Score -53882.44 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -54057.511719 Penalty: 2066.861572 Iteration 1F: 3 clusters Score -54057.51 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -54115.480469 Penalty: 2066.861572 Iteration 2F: 3 clusters Score -54115.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -54141.699219 Penalty: 2066.861572 Iteration 3Q: 3 clusters Score -54141.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -54145.894531 Penalty: 2066.861572 Iteration 4Q: 3 clusters Score -54145.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -54147.460938 Penalty: 2066.861572 Iteration 5Q: 3 clusters Score -54147.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -54147.460938 Penalty: 2066.861572 Iteration 6F: 3 clusters Score -54147.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Entering Unmasked Estep Score: -55624.371094 Penalty: 1026.539307 Iteration 0F: 2 clusters Score -55624.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -54523.074219 Penalty: 2053.078613 Iteration 0F: 3 clusters Score -54523.07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -54678.742188 Penalty: 2053.078613 Iteration 1F: 3 clusters Score -54678.74 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -54722.097656 Penalty: 2053.078613 Iteration 2F: 3 clusters Score -54722.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -54748.597656 Penalty: 2053.078613 Iteration 3Q: 3 clusters Score -54748.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -54764.601562 Penalty: 2053.078613 Iteration 4Q: 3 clusters Score -54764.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -54773.394531 Penalty: 2053.078613 Iteration 5Q: 3 clusters Score -54773.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -54786.167969 Penalty: 2053.078613 Iteration 6Q: 3 clusters Score -54786.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -54792.433594 Penalty: 2053.078613 Iteration 7Q: 3 clusters Score -54792.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -54793.433594 Penalty: 2053.078613 Iteration 8Q: 3 clusters Score -54793.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -54793.433594 Penalty: 2053.078613 Iteration 9F: 3 clusters Score -54793.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15204 members Entering Unmasked Estep Score: -1446968.625000 Penalty: 1564.763428 Iteration 0F: 2 clusters Score -1446969 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -1436470.125000 Penalty: 3129.526855 Iteration 0F: 3 clusters Score -1436470 nChanged 6677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8132 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -1440062.000000 Penalty: 3129.526855 Iteration 1F: 3 clusters Score -1440062 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -1440457.250000 Penalty: 3129.526855 Iteration 2F: 3 clusters Score -1440457 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -1440864.000000 Penalty: 3129.526855 Iteration 3F: 3 clusters Score -1440864 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -1441288.500000 Penalty: 3129.526855 Iteration 4F: 3 clusters Score -1441288 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1441756.250000 Penalty: 3129.526855 Iteration 5F: 3 clusters Score -1441756 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -1442241.125000 Penalty: 3129.526855 Iteration 6F: 3 clusters Score -1442241 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1442774.750000 Penalty: 3129.526855 Iteration 7F: 3 clusters Score -1442775 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11615 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -1443352.500000 Penalty: 3129.526855 Iteration 8Q: 3 clusters Score -1443352 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1443889.125000 Penalty: 3129.526855 Iteration 9Q: 3 clusters Score -1443889 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12715 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1444340.750000 Penalty: 3129.526855 Iteration 10Q: 3 clusters Score -1444341 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13097 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1444700.125000 Penalty: 3129.526855 Iteration 11Q: 3 clusters Score -1444700 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1445027.375000 Penalty: 3129.526855 Iteration 12Q: 3 clusters Score -1445027 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13634 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1445304.500000 Penalty: 3129.526855 Iteration 13Q: 3 clusters Score -1445304 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13803 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1445535.000000 Penalty: 3129.526855 Iteration 14Q: 3 clusters Score -1445535 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13928 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1445723.750000 Penalty: 3129.526855 Iteration 15Q: 3 clusters Score -1445724 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1445810.000000 Penalty: 3129.526855 Iteration 16Q: 3 clusters Score -1445810 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1445874.250000 Penalty: 3129.526855 Iteration 17Q: 3 clusters Score -1445874 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1445905.125000 Penalty: 3129.526855 Iteration 18Q: 3 clusters Score -1445905 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14113 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1445926.875000 Penalty: 3129.526855 Iteration 19Q: 3 clusters Score -1445927 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1445939.625000 Penalty: 3129.526855 Iteration 20F: 3 clusters Score -1445940 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14126 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1445944.750000 Penalty: 3129.526855 Iteration 21Q: 3 clusters Score -1445945 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14136 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1445950.250000 Penalty: 3129.526855 Iteration 22Q: 3 clusters Score -1445950 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1445954.250000 Penalty: 3129.526855 Iteration 23Q: 3 clusters Score -1445954 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14149 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1445956.625000 Penalty: 3129.526855 Iteration 24Q: 3 clusters Score -1445957 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14154 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1445958.375000 Penalty: 3129.526855 Iteration 25Q: 3 clusters Score -1445958 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14159 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1445959.125000 Penalty: 3129.526855 Iteration 26Q: 3 clusters Score -1445959 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1445960.250000 Penalty: 3129.526855 Iteration 27Q: 3 clusters Score -1445960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14171 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1445963.250000 Penalty: 3129.526855 Iteration 28Q: 3 clusters Score -1445963 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14174 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1445963.500000 Penalty: 3129.526855 Iteration 29Q: 3 clusters Score -1445964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1445964.125000 Penalty: 3129.526855 Iteration 30Q: 3 clusters Score -1445964 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1445964.125000 Penalty: 3129.526855 Iteration 31F: 3 clusters Score -1445964 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Entering Unmasked Estep Score: -99761.601562 Penalty: 1143.231201 Iteration 0F: 2 clusters Score -99761.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -98196.335938 Penalty: 2286.462402 Iteration 0F: 3 clusters Score -98196.34 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -98578.984375 Penalty: 2286.462402 Iteration 1F: 3 clusters Score -98578.98 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -98729.148438 Penalty: 2286.462402 Iteration 2F: 3 clusters Score -98729.15 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -98829.195312 Penalty: 2286.462402 Iteration 3F: 3 clusters Score -98829.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -98877.992188 Penalty: 2286.462402 Iteration 4Q: 3 clusters Score -98877.99 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -98913.570312 Penalty: 2286.462402 Iteration 5Q: 3 clusters Score -98913.57 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -98937.570312 Penalty: 2286.462402 Iteration 6Q: 3 clusters Score -98937.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -98954.351562 Penalty: 2286.462402 Iteration 7Q: 3 clusters Score -98954.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -98963.437500 Penalty: 2286.462402 Iteration 8Q: 3 clusters Score -98963.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -98972.117188 Penalty: 2286.462402 Iteration 9Q: 3 clusters Score -98972.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -98985.796875 Penalty: 2286.462402 Iteration 10Q: 3 clusters Score -98985.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -98993.492188 Penalty: 2286.462402 Iteration 11Q: 3 clusters Score -98993.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -99000.218750 Penalty: 2286.462402 Iteration 12Q: 3 clusters Score -99000.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -99007.539062 Penalty: 2286.462402 Iteration 13Q: 3 clusters Score -99007.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -99009.132812 Penalty: 2286.462402 Iteration 14Q: 3 clusters Score -99009.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -99011.882812 Penalty: 2286.462402 Iteration 15Q: 3 clusters Score -99011.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -99012.859375 Penalty: 2286.462402 Iteration 16Q: 3 clusters Score -99012.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -99014.265625 Penalty: 2286.462402 Iteration 17Q: 3 clusters Score -99014.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -99018.398438 Penalty: 2286.462402 Iteration 18Q: 3 clusters Score -99018.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -99025.476562 Penalty: 2286.462402 Iteration 19Q: 3 clusters Score -99025.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -99030.093750 Penalty: 2286.462402 Iteration 20F: 3 clusters Score -99030.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -99033.125000 Penalty: 2286.462402 Iteration 21Q: 3 clusters Score -99033.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -99036.585938 Penalty: 2286.462402 Iteration 22Q: 3 clusters Score -99036.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -99039.179688 Penalty: 2286.462402 Iteration 23Q: 3 clusters Score -99039.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -99040.437500 Penalty: 2286.462402 Iteration 24Q: 3 clusters Score -99040.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -99040.437500 Penalty: 2286.462402 Iteration 25F: 3 clusters Score -99040.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Entering Unmasked Estep Score: -452406.312500 Penalty: 1369.110718 Iteration 0F: 2 clusters Score -452406.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -448756.656250 Penalty: 2738.221436 Iteration 0F: 3 clusters Score -448756.7 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -449757.437500 Penalty: 2738.221436 Iteration 1F: 3 clusters Score -449757.4 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -449953.312500 Penalty: 2738.221436 Iteration 2F: 3 clusters Score -449953.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -450089.406250 Penalty: 2738.221436 Iteration 3F: 3 clusters Score -450089.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -450209.062500 Penalty: 2738.221436 Iteration 4Q: 3 clusters Score -450209.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -450343.031250 Penalty: 2738.221436 Iteration 5Q: 3 clusters Score -450343 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -450503.093750 Penalty: 2738.221436 Iteration 6Q: 3 clusters Score -450503.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -450734.593750 Penalty: 2738.221436 Iteration 7F: 3 clusters Score -450734.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -450972.656250 Penalty: 2738.221436 Iteration 8F: 3 clusters Score -450972.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -451194.562500 Penalty: 2738.221436 Iteration 9Q: 3 clusters Score -451194.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -451368.531250 Penalty: 2738.221436 Iteration 10Q: 3 clusters Score -451368.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -451491.593750 Penalty: 2738.221436 Iteration 11Q: 3 clusters Score -451491.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -451578.812500 Penalty: 2738.221436 Iteration 12Q: 3 clusters Score -451578.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -451630.500000 Penalty: 2738.221436 Iteration 13Q: 3 clusters Score -451630.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -451658.406250 Penalty: 2738.221436 Iteration 14Q: 3 clusters Score -451658.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -451689.281250 Penalty: 2738.221436 Iteration 15Q: 3 clusters Score -451689.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -451719.437500 Penalty: 2738.221436 Iteration 16Q: 3 clusters Score -451719.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -451730.437500 Penalty: 2738.221436 Iteration 17Q: 3 clusters Score -451730.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -451740.250000 Penalty: 2738.221436 Iteration 18Q: 3 clusters Score -451740.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -451744.937500 Penalty: 2738.221436 Iteration 19Q: 3 clusters Score -451744.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -451749.531250 Penalty: 2738.221436 Iteration 20F: 3 clusters Score -451749.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -451751.531250 Penalty: 2738.221436 Iteration 21Q: 3 clusters Score -451751.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -451754.406250 Penalty: 2738.221436 Iteration 22Q: 3 clusters Score -451754.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -451755.718750 Penalty: 2738.221436 Iteration 23Q: 3 clusters Score -451755.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -451756.625000 Penalty: 2738.221436 Iteration 24Q: 3 clusters Score -451756.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -451756.625000 Penalty: 2738.221436 Iteration 25F: 3 clusters Score -451756.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Entering Unmasked Estep Score: -709311.812500 Penalty: 1445.004761 Iteration 0F: 2 clusters Score -709311.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -703923.125000 Penalty: 2890.009521 Iteration 0F: 3 clusters Score -703923.1 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -705712.812500 Penalty: 2890.009521 Iteration 1F: 3 clusters Score -705712.8 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -706085.375000 Penalty: 2890.009521 Iteration 2F: 3 clusters Score -706085.4 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -706397.375000 Penalty: 2890.009521 Iteration 3F: 3 clusters Score -706397.4 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -706653.312500 Penalty: 2890.009521 Iteration 4F: 3 clusters Score -706653.3 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -706851.000000 Penalty: 2890.009521 Iteration 5Q: 3 clusters Score -706851 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -707009.562500 Penalty: 2890.009521 Iteration 6Q: 3 clusters Score -707009.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -707140.812500 Penalty: 2890.009521 Iteration 7Q: 3 clusters Score -707140.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -707284.187500 Penalty: 2890.009521 Iteration 8Q: 3 clusters Score -707284.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -707400.812500 Penalty: 2890.009521 Iteration 9Q: 3 clusters Score -707400.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -707506.750000 Penalty: 2890.009521 Iteration 10Q: 3 clusters Score -707506.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -707595.562500 Penalty: 2890.009521 Iteration 11Q: 3 clusters Score -707595.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -707657.500000 Penalty: 2890.009521 Iteration 12Q: 3 clusters Score -707657.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -707696.437500 Penalty: 2890.009521 Iteration 13Q: 3 clusters Score -707696.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -707732.062500 Penalty: 2890.009521 Iteration 14Q: 3 clusters Score -707732.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -707759.125000 Penalty: 2890.009521 Iteration 15Q: 3 clusters Score -707759.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -707780.687500 Penalty: 2890.009521 Iteration 16Q: 3 clusters Score -707780.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -707804.812500 Penalty: 2890.009521 Iteration 17Q: 3 clusters Score -707804.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -707832.937500 Penalty: 2890.009521 Iteration 18Q: 3 clusters Score -707832.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -707859.625000 Penalty: 2890.009521 Iteration 19Q: 3 clusters Score -707859.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -707884.937500 Penalty: 2890.009521 Iteration 20F: 3 clusters Score -707884.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -707906.812500 Penalty: 2890.009521 Iteration 21Q: 3 clusters Score -707906.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -707926.250000 Penalty: 2890.009521 Iteration 22Q: 3 clusters Score -707926.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -707945.625000 Penalty: 2890.009521 Iteration 23Q: 3 clusters Score -707945.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -707964.187500 Penalty: 2890.009521 Iteration 24Q: 3 clusters Score -707964.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -707981.250000 Penalty: 2890.009521 Iteration 25Q: 3 clusters Score -707981.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -708006.437500 Penalty: 2890.009521 Iteration 26Q: 3 clusters Score -708006.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -708030.625000 Penalty: 2890.009521 Iteration 27Q: 3 clusters Score -708030.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -708054.062500 Penalty: 2890.009521 Iteration 28Q: 3 clusters Score -708054.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -708078.875000 Penalty: 2890.009521 Iteration 29Q: 3 clusters Score -708078.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -708098.312500 Penalty: 2890.009521 Iteration 30Q: 3 clusters Score -708098.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -708114.687500 Penalty: 2890.009521 Iteration 31Q: 3 clusters Score -708114.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -708131.625000 Penalty: 2890.009521 Iteration 32Q: 3 clusters Score -708131.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -708143.500000 Penalty: 2890.009521 Iteration 33Q: 3 clusters Score -708143.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -708156.500000 Penalty: 2890.009521 Iteration 34Q: 3 clusters Score -708156.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -708169.062500 Penalty: 2890.009521 Iteration 35Q: 3 clusters Score -708169.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -708179.687500 Penalty: 2890.009521 Iteration 36Q: 3 clusters Score -708179.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -708188.312500 Penalty: 2890.009521 Iteration 37Q: 3 clusters Score -708188.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -708196.312500 Penalty: 2890.009521 Iteration 38Q: 3 clusters Score -708196.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -708202.812500 Penalty: 2890.009521 Iteration 39Q: 3 clusters Score -708202.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -708207.437500 Penalty: 2890.009521 Iteration 40F: 3 clusters Score -708207.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -708209.250000 Penalty: 2890.009521 Iteration 41Q: 3 clusters Score -708209.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -708211.750000 Penalty: 2890.009521 Iteration 42Q: 3 clusters Score -708211.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -708218.812500 Penalty: 2890.009521 Iteration 43Q: 3 clusters Score -708218.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -708230.562500 Penalty: 2890.009521 Iteration 44Q: 3 clusters Score -708230.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -708241.250000 Penalty: 2890.009521 Iteration 45Q: 3 clusters Score -708241.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -708253.750000 Penalty: 2890.009521 Iteration 46Q: 3 clusters Score -708253.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -708258.125000 Penalty: 2890.009521 Iteration 47Q: 3 clusters Score -708258.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -708262.750000 Penalty: 2890.009521 Iteration 48Q: 3 clusters Score -708262.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -708265.875000 Penalty: 2890.009521 Iteration 49Q: 3 clusters Score -708265.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -708271.187500 Penalty: 2890.009521 Iteration 50Q: 3 clusters Score -708271.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -708278.437500 Penalty: 2890.009521 Iteration 51Q: 3 clusters Score -708278.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -708283.500000 Penalty: 2890.009521 Iteration 52Q: 3 clusters Score -708283.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -708288.812500 Penalty: 2890.009521 Iteration 53Q: 3 clusters Score -708288.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -708293.687500 Penalty: 2890.009521 Iteration 54Q: 3 clusters Score -708293.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -708300.187500 Penalty: 2890.009521 Iteration 55Q: 3 clusters Score -708300.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -708306.812500 Penalty: 2890.009521 Iteration 56Q: 3 clusters Score -708306.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -708312.312500 Penalty: 2890.009521 Iteration 57Q: 3 clusters Score -708312.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -708317.125000 Penalty: 2890.009521 Iteration 58Q: 3 clusters Score -708317.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -708320.937500 Penalty: 2890.009521 Iteration 59Q: 3 clusters Score -708320.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -708324.500000 Penalty: 2890.009521 Iteration 60F: 3 clusters Score -708324.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -708328.875000 Penalty: 2890.009521 Iteration 61Q: 3 clusters Score -708328.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -708331.875000 Penalty: 2890.009521 Iteration 62Q: 3 clusters Score -708331.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -708338.437500 Penalty: 2890.009521 Iteration 63Q: 3 clusters Score -708338.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -708339.812500 Penalty: 2890.009521 Iteration 64Q: 3 clusters Score -708339.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -708340.250000 Penalty: 2890.009521 Iteration 65Q: 3 clusters Score -708340.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -708340.750000 Penalty: 2890.009521 Iteration 66Q: 3 clusters Score -708340.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -708341.250000 Penalty: 2890.009521 Iteration 67Q: 3 clusters Score -708341.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -708341.187500 Penalty: 2890.009521 Iteration 68Q: 3 clusters Score -708341.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -708341.187500 Penalty: 2890.009521 Iteration 69F: 3 clusters Score -708341.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Entering Unmasked Estep Score: -86701.414062 Penalty: 1100.997070 Iteration 0F: 2 clusters Score -86701.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -85392.671875 Penalty: 2201.994141 Iteration 0F: 3 clusters Score -85392.67 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -85686.085938 Penalty: 2201.994141 Iteration 1F: 3 clusters Score -85686.09 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -85832.164062 Penalty: 2201.994141 Iteration 2F: 3 clusters Score -85832.16 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -85959.539062 Penalty: 2201.994141 Iteration 3F: 3 clusters Score -85959.54 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -86089.320312 Penalty: 2201.994141 Iteration 4F: 3 clusters Score -86089.32 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -86228.117188 Penalty: 2201.994141 Iteration 5Q: 3 clusters Score -86228.12 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -86304.296875 Penalty: 2201.994141 Iteration 6Q: 3 clusters Score -86304.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -86355.984375 Penalty: 2201.994141 Iteration 7Q: 3 clusters Score -86355.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -86393.195312 Penalty: 2201.994141 Iteration 8Q: 3 clusters Score -86393.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -86415.257812 Penalty: 2201.994141 Iteration 9Q: 3 clusters Score -86415.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -86425.828125 Penalty: 2201.994141 Iteration 10Q: 3 clusters Score -86425.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -86433.453125 Penalty: 2201.994141 Iteration 11Q: 3 clusters Score -86433.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -86442.968750 Penalty: 2201.994141 Iteration 12Q: 3 clusters Score -86442.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -86446.804688 Penalty: 2201.994141 Iteration 13Q: 3 clusters Score -86446.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -86448.945312 Penalty: 2201.994141 Iteration 14Q: 3 clusters Score -86448.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -86458.640625 Penalty: 2201.994141 Iteration 15Q: 3 clusters Score -86458.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -86467.687500 Penalty: 2201.994141 Iteration 16Q: 3 clusters Score -86467.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -86481.242188 Penalty: 2201.994141 Iteration 17Q: 3 clusters Score -86481.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -86486.140625 Penalty: 2201.994141 Iteration 18Q: 3 clusters Score -86486.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -86488.234375 Penalty: 2201.994141 Iteration 19Q: 3 clusters Score -86488.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -86491.414062 Penalty: 2201.994141 Iteration 20F: 3 clusters Score -86491.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -86492.179688 Penalty: 2201.994141 Iteration 21Q: 3 clusters Score -86492.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -86492.179688 Penalty: 2201.994141 Iteration 22F: 3 clusters Score -86492.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Entering Unmasked Estep Score: -68296.335938 Penalty: 1067.312622 Iteration 0F: 2 clusters Score -68296.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -67045.335938 Penalty: 2134.625244 Iteration 0F: 3 clusters Score -67045.34 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -67240.281250 Penalty: 2134.625244 Iteration 1F: 3 clusters Score -67240.28 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -67313.304688 Penalty: 2134.625244 Iteration 2F: 3 clusters Score -67313.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -67365.164062 Penalty: 2134.625244 Iteration 3Q: 3 clusters Score -67365.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -67389.421875 Penalty: 2134.625244 Iteration 4Q: 3 clusters Score -67389.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -67399.359375 Penalty: 2134.625244 Iteration 5Q: 3 clusters Score -67399.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -67411.429688 Penalty: 2134.625244 Iteration 6Q: 3 clusters Score -67411.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -67426.515625 Penalty: 2134.625244 Iteration 7Q: 3 clusters Score -67426.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -67444.195312 Penalty: 2134.625244 Iteration 8Q: 3 clusters Score -67444.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -67462.867188 Penalty: 2134.625244 Iteration 9Q: 3 clusters Score -67462.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -67466.648438 Penalty: 2134.625244 Iteration 10Q: 3 clusters Score -67466.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -67468.039062 Penalty: 2134.625244 Iteration 11Q: 3 clusters Score -67468.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -67473.890625 Penalty: 2134.625244 Iteration 12Q: 3 clusters Score -67473.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -67476.609375 Penalty: 2134.625244 Iteration 13Q: 3 clusters Score -67476.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -67480.460938 Penalty: 2134.625244 Iteration 14Q: 3 clusters Score -67480.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -67483.468750 Penalty: 2134.625244 Iteration 15Q: 3 clusters Score -67483.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -67486.421875 Penalty: 2134.625244 Iteration 16Q: 3 clusters Score -67486.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -67487.523438 Penalty: 2134.625244 Iteration 17Q: 3 clusters Score -67487.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -67487.523438 Penalty: 2134.625244 Iteration 18F: 3 clusters Score -67487.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Entering Unmasked Estep Score: -146951.125000 Penalty: 1186.765137 Iteration 0F: 2 clusters Score -146951.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -145193.000000 Penalty: 2373.530273 Iteration 0F: 3 clusters Score -145193 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -145538.421875 Penalty: 2373.530273 Iteration 1F: 3 clusters Score -145538.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -145643.750000 Penalty: 2373.530273 Iteration 2F: 3 clusters Score -145643.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -145703.578125 Penalty: 2373.530273 Iteration 3Q: 3 clusters Score -145703.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -145748.453125 Penalty: 2373.530273 Iteration 4Q: 3 clusters Score -145748.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -145778.546875 Penalty: 2373.530273 Iteration 5Q: 3 clusters Score -145778.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -145801.343750 Penalty: 2373.530273 Iteration 6Q: 3 clusters Score -145801.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -145817.000000 Penalty: 2373.530273 Iteration 7Q: 3 clusters Score -145817 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -145820.968750 Penalty: 2373.530273 Iteration 8Q: 3 clusters Score -145821 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -145821.937500 Penalty: 2373.530273 Iteration 9Q: 3 clusters Score -145821.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -145823.312500 Penalty: 2373.530273 Iteration 10Q: 3 clusters Score -145823.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -145825.687500 Penalty: 2373.530273 Iteration 11Q: 3 clusters Score -145825.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -145827.000000 Penalty: 2373.530273 Iteration 12Q: 3 clusters Score -145827 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -145828.000000 Penalty: 2373.530273 Iteration 13Q: 3 clusters Score -145828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -145828.531250 Penalty: 2373.530273 Iteration 14Q: 3 clusters Score -145828.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -145829.125000 Penalty: 2373.530273 Iteration 15Q: 3 clusters Score -145829.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -145830.406250 Penalty: 2373.530273 Iteration 16Q: 3 clusters Score -145830.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -145832.843750 Penalty: 2373.530273 Iteration 17Q: 3 clusters Score -145832.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -145834.265625 Penalty: 2373.530273 Iteration 18Q: 3 clusters Score -145834.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -145835.484375 Penalty: 2373.530273 Iteration 19Q: 3 clusters Score -145835.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -145836.546875 Penalty: 2373.530273 Iteration 20F: 3 clusters Score -145836.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -145836.875000 Penalty: 2373.530273 Iteration 21Q: 3 clusters Score -145836.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -145837.812500 Penalty: 2373.530273 Iteration 22Q: 3 clusters Score -145837.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -145839.031250 Penalty: 2373.530273 Iteration 23Q: 3 clusters Score -145839 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -145839.906250 Penalty: 2373.530273 Iteration 24Q: 3 clusters Score -145839.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -145840.171875 Penalty: 2373.530273 Iteration 25Q: 3 clusters Score -145840.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -145840.171875 Penalty: 2373.530273 Iteration 26F: 3 clusters Score -145840.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Entering Unmasked Estep Score: -176250.078125 Penalty: 1215.477905 Iteration 0F: 2 clusters Score -176250.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -174343.046875 Penalty: 2430.955811 Iteration 0F: 3 clusters Score -174343 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -174735.734375 Penalty: 2430.955811 Iteration 1F: 3 clusters Score -174735.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -174833.609375 Penalty: 2430.955811 Iteration 2F: 3 clusters Score -174833.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -174881.968750 Penalty: 2430.955811 Iteration 3Q: 3 clusters Score -174882 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -174915.406250 Penalty: 2430.955811 Iteration 4Q: 3 clusters Score -174915.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -174944.937500 Penalty: 2430.955811 Iteration 5Q: 3 clusters Score -174944.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -174969.984375 Penalty: 2430.955811 Iteration 6Q: 3 clusters Score -174970 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -174986.281250 Penalty: 2430.955811 Iteration 7Q: 3 clusters Score -174986.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -175006.625000 Penalty: 2430.955811 Iteration 8Q: 3 clusters Score -175006.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -175031.437500 Penalty: 2430.955811 Iteration 9Q: 3 clusters Score -175031.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -175046.953125 Penalty: 2430.955811 Iteration 10Q: 3 clusters Score -175047 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -175051.421875 Penalty: 2430.955811 Iteration 11Q: 3 clusters Score -175051.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -175054.546875 Penalty: 2430.955811 Iteration 12Q: 3 clusters Score -175054.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -175059.421875 Penalty: 2430.955811 Iteration 13Q: 3 clusters Score -175059.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -175065.578125 Penalty: 2430.955811 Iteration 14Q: 3 clusters Score -175065.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -175070.812500 Penalty: 2430.955811 Iteration 15Q: 3 clusters Score -175070.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -175076.500000 Penalty: 2430.955811 Iteration 16Q: 3 clusters Score -175076.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -175079.546875 Penalty: 2430.955811 Iteration 17Q: 3 clusters Score -175079.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -175080.234375 Penalty: 2430.955811 Iteration 18Q: 3 clusters Score -175080.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -175081.656250 Penalty: 2430.955811 Iteration 19Q: 3 clusters Score -175081.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -175085.812500 Penalty: 2430.955811 Iteration 20F: 3 clusters Score -175085.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -175088.234375 Penalty: 2430.955811 Iteration 21Q: 3 clusters Score -175088.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -175089.312500 Penalty: 2430.955811 Iteration 22Q: 3 clusters Score -175089.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -175089.812500 Penalty: 2430.955811 Iteration 23Q: 3 clusters Score -175089.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -175089.812500 Penalty: 2430.955811 Iteration 24F: 3 clusters Score -175089.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Entering Unmasked Estep Score: -155504.781250 Penalty: 1192.040527 Iteration 0F: 2 clusters Score -155504.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -153700.109375 Penalty: 2384.081055 Iteration 0F: 3 clusters Score -153700.1 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -154112.125000 Penalty: 2384.081055 Iteration 1F: 3 clusters Score -154112.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -154247.906250 Penalty: 2384.081055 Iteration 2F: 3 clusters Score -154247.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -154338.187500 Penalty: 2384.081055 Iteration 3F: 3 clusters Score -154338.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -154398.406250 Penalty: 2384.081055 Iteration 4Q: 3 clusters Score -154398.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -154433.265625 Penalty: 2384.081055 Iteration 5Q: 3 clusters Score -154433.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -154464.046875 Penalty: 2384.081055 Iteration 6Q: 3 clusters Score -154464 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -154489.609375 Penalty: 2384.081055 Iteration 7Q: 3 clusters Score -154489.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -154503.796875 Penalty: 2384.081055 Iteration 8Q: 3 clusters Score -154503.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -154517.156250 Penalty: 2384.081055 Iteration 9Q: 3 clusters Score -154517.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -154537.328125 Penalty: 2384.081055 Iteration 10Q: 3 clusters Score -154537.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -154552.984375 Penalty: 2384.081055 Iteration 11Q: 3 clusters Score -154553 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -154561.875000 Penalty: 2384.081055 Iteration 12Q: 3 clusters Score -154561.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -154568.765625 Penalty: 2384.081055 Iteration 13Q: 3 clusters Score -154568.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -154574.437500 Penalty: 2384.081055 Iteration 14Q: 3 clusters Score -154574.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -154575.984375 Penalty: 2384.081055 Iteration 15Q: 3 clusters Score -154576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -154577.218750 Penalty: 2384.081055 Iteration 16Q: 3 clusters Score -154577.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -154579.046875 Penalty: 2384.081055 Iteration 17Q: 3 clusters Score -154579 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -154580.703125 Penalty: 2384.081055 Iteration 18Q: 3 clusters Score -154580.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -154583.859375 Penalty: 2384.081055 Iteration 19Q: 3 clusters Score -154583.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -154586.171875 Penalty: 2384.081055 Iteration 20F: 3 clusters Score -154586.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -154587.156250 Penalty: 2384.081055 Iteration 21Q: 3 clusters Score -154587.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -154589.968750 Penalty: 2384.081055 Iteration 22Q: 3 clusters Score -154590 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -154592.859375 Penalty: 2384.081055 Iteration 23Q: 3 clusters Score -154592.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -154593.546875 Penalty: 2384.081055 Iteration 24Q: 3 clusters Score -154593.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -154597.203125 Penalty: 2384.081055 Iteration 25Q: 3 clusters Score -154597.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -154598.812500 Penalty: 2384.081055 Iteration 26Q: 3 clusters Score -154598.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -154601.687500 Penalty: 2384.081055 Iteration 27Q: 3 clusters Score -154601.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -154601.875000 Penalty: 2384.081055 Iteration 28Q: 3 clusters Score -154601.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -154602.359375 Penalty: 2384.081055 Iteration 29Q: 3 clusters Score -154602.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -154602.359375 Penalty: 2384.081055 Iteration 30F: 3 clusters Score -154602.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Entering Unmasked Estep Score: -125811.085938 Penalty: 1161.222534 Iteration 0F: 2 clusters Score -125811.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -124186.132812 Penalty: 2322.445068 Iteration 0F: 3 clusters Score -124186.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -124427.312500 Penalty: 2322.445068 Iteration 1F: 3 clusters Score -124427.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -124484.140625 Penalty: 2322.445068 Iteration 2F: 3 clusters Score -124484.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -124526.429688 Penalty: 2322.445068 Iteration 3Q: 3 clusters Score -124526.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -124560.093750 Penalty: 2322.445068 Iteration 4Q: 3 clusters Score -124560.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -124588.492188 Penalty: 2322.445068 Iteration 5Q: 3 clusters Score -124588.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -124607.078125 Penalty: 2322.445068 Iteration 6Q: 3 clusters Score -124607.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -124625.000000 Penalty: 2322.445068 Iteration 7Q: 3 clusters Score -124625 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -124637.734375 Penalty: 2322.445068 Iteration 8Q: 3 clusters Score -124637.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -124648.843750 Penalty: 2322.445068 Iteration 9Q: 3 clusters Score -124648.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -124659.242188 Penalty: 2322.445068 Iteration 10Q: 3 clusters Score -124659.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -124661.515625 Penalty: 2322.445068 Iteration 11Q: 3 clusters Score -124661.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -124664.085938 Penalty: 2322.445068 Iteration 12Q: 3 clusters Score -124664.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -124664.906250 Penalty: 2322.445068 Iteration 13Q: 3 clusters Score -124664.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -124666.523438 Penalty: 2322.445068 Iteration 14Q: 3 clusters Score -124666.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -124666.976562 Penalty: 2322.445068 Iteration 15Q: 3 clusters Score -124667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -124666.976562 Penalty: 2322.445068 Iteration 16F: 3 clusters Score -124667 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Entering Unmasked Estep Score: -91146.953125 Penalty: 1118.062378 Iteration 0F: 2 clusters Score -91146.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -89747.273438 Penalty: 2236.124756 Iteration 0F: 3 clusters Score -89747.27 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -90072.492188 Penalty: 2236.124756 Iteration 1F: 3 clusters Score -90072.49 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -90163.695312 Penalty: 2236.124756 Iteration 2F: 3 clusters Score -90163.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -90208.046875 Penalty: 2236.124756 Iteration 3Q: 3 clusters Score -90208.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -90231.726562 Penalty: 2236.124756 Iteration 4Q: 3 clusters Score -90231.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -90247.500000 Penalty: 2236.124756 Iteration 5Q: 3 clusters Score -90247.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -90267.765625 Penalty: 2236.124756 Iteration 6Q: 3 clusters Score -90267.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -90278.156250 Penalty: 2236.124756 Iteration 7Q: 3 clusters Score -90278.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -90285.234375 Penalty: 2236.124756 Iteration 8Q: 3 clusters Score -90285.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -90294.718750 Penalty: 2236.124756 Iteration 9Q: 3 clusters Score -90294.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -90302.671875 Penalty: 2236.124756 Iteration 10Q: 3 clusters Score -90302.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -90313.335938 Penalty: 2236.124756 Iteration 11Q: 3 clusters Score -90313.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -90321.546875 Penalty: 2236.124756 Iteration 12Q: 3 clusters Score -90321.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -90330.210938 Penalty: 2236.124756 Iteration 13Q: 3 clusters Score -90330.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -90334.148438 Penalty: 2236.124756 Iteration 14Q: 3 clusters Score -90334.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -90336.265625 Penalty: 2236.124756 Iteration 15Q: 3 clusters Score -90336.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -90336.898438 Penalty: 2236.124756 Iteration 16Q: 3 clusters Score -90336.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -90336.898438 Penalty: 2236.124756 Iteration 17F: 3 clusters Score -90336.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Entering Unmasked Estep Score: -108094.171875 Penalty: 1156.414062 Iteration 0F: 2 clusters Score -108094.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -106621.812500 Penalty: 2312.828125 Iteration 0F: 3 clusters Score -106621.8 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -107150.132812 Penalty: 2312.828125 Iteration 1F: 3 clusters Score -107150.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -107448.070312 Penalty: 2312.828125 Iteration 2F: 3 clusters Score -107448.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -107625.960938 Penalty: 2312.828125 Iteration 3F: 3 clusters Score -107626 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -107767.828125 Penalty: 2312.828125 Iteration 4F: 3 clusters Score -107767.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -107918.515625 Penalty: 2312.828125 Iteration 5Q: 3 clusters Score -107918.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -107988.648438 Penalty: 2312.828125 Iteration 6Q: 3 clusters Score -107988.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -108017.750000 Penalty: 2312.828125 Iteration 7Q: 3 clusters Score -108017.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -108037.507812 Penalty: 2312.828125 Iteration 8Q: 3 clusters Score -108037.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -108043.156250 Penalty: 2312.828125 Iteration 9Q: 3 clusters Score -108043.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -108046.757812 Penalty: 2312.828125 Iteration 10Q: 3 clusters Score -108046.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -108048.796875 Penalty: 2312.828125 Iteration 11Q: 3 clusters Score -108048.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -108049.781250 Penalty: 2312.828125 Iteration 12Q: 3 clusters Score -108049.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -108050.429688 Penalty: 2312.828125 Iteration 13Q: 3 clusters Score -108050.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -108051.140625 Penalty: 2312.828125 Iteration 14Q: 3 clusters Score -108051.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -108052.437500 Penalty: 2312.828125 Iteration 15F: 3 clusters Score -108052.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -108055.304688 Penalty: 2312.828125 Iteration 16Q: 3 clusters Score -108055.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -108060.195312 Penalty: 2312.828125 Iteration 17Q: 3 clusters Score -108060.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -108068.093750 Penalty: 2312.828125 Iteration 18Q: 3 clusters Score -108068.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -108078.953125 Penalty: 2312.828125 Iteration 19Q: 3 clusters Score -108079 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -108085.359375 Penalty: 2312.828125 Iteration 20F: 3 clusters Score -108085.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -108096.312500 Penalty: 2312.828125 Iteration 21Q: 3 clusters Score -108096.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -108104.820312 Penalty: 2312.828125 Iteration 22Q: 3 clusters Score -108104.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -108110.609375 Penalty: 2312.828125 Iteration 23Q: 3 clusters Score -108110.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -108116.250000 Penalty: 2312.828125 Iteration 24Q: 3 clusters Score -108116.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -108121.179688 Penalty: 2312.828125 Iteration 25Q: 3 clusters Score -108121.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -108124.992188 Penalty: 2312.828125 Iteration 26Q: 3 clusters Score -108125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -108130.281250 Penalty: 2312.828125 Iteration 27Q: 3 clusters Score -108130.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -108134.937500 Penalty: 2312.828125 Iteration 28Q: 3 clusters Score -108134.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -108136.601562 Penalty: 2312.828125 Iteration 29Q: 3 clusters Score -108136.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -108140.632812 Penalty: 2312.828125 Iteration 30Q: 3 clusters Score -108140.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -108149.554688 Penalty: 2312.828125 Iteration 31Q: 3 clusters Score -108149.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -108157.609375 Penalty: 2312.828125 Iteration 32Q: 3 clusters Score -108157.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -108167.320312 Penalty: 2312.828125 Iteration 33Q: 3 clusters Score -108167.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -108173.921875 Penalty: 2312.828125 Iteration 34Q: 3 clusters Score -108173.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -108175.820312 Penalty: 2312.828125 Iteration 35Q: 3 clusters Score -108175.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -108177.937500 Penalty: 2312.828125 Iteration 36Q: 3 clusters Score -108177.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -108180.429688 Penalty: 2312.828125 Iteration 37Q: 3 clusters Score -108180.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -108182.507812 Penalty: 2312.828125 Iteration 38Q: 3 clusters Score -108182.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -108185.656250 Penalty: 2312.828125 Iteration 39Q: 3 clusters Score -108185.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -108187.804688 Penalty: 2312.828125 Iteration 40F: 3 clusters Score -108187.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -108189.929688 Penalty: 2312.828125 Iteration 41Q: 3 clusters Score -108189.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -108191.742188 Penalty: 2312.828125 Iteration 42Q: 3 clusters Score -108191.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -108193.296875 Penalty: 2312.828125 Iteration 43Q: 3 clusters Score -108193.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -108194.765625 Penalty: 2312.828125 Iteration 44Q: 3 clusters Score -108194.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -108197.445312 Penalty: 2312.828125 Iteration 45Q: 3 clusters Score -108197.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -108200.664062 Penalty: 2312.828125 Iteration 46Q: 3 clusters Score -108200.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -108202.695312 Penalty: 2312.828125 Iteration 47Q: 3 clusters Score -108202.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -108202.695312 Penalty: 2312.828125 Iteration 48F: 3 clusters Score -108202.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6301 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 430 members Mstep: Class 6 contains 1260 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7276 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 376 members Mstep: Class 27 contains 5787 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 1839 members Mstep: Class 30 contains 1466 members Mstep: Class 31 contains 8662 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7827 members Mstep: Class 36 contains 856 members Entering Unmasked Estep Score: -8177569.000000 Penalty: 66583.812500 Splitting cluster 26 changes total score from -8178153.000000 to -8177569.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (5787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Entering Unmasked Estep Score: -551217.000000 Penalty: 1407.797485 Iteration 0F: 2 clusters Score -551217 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -546775.375000 Penalty: 2815.594971 Iteration 0F: 3 clusters Score -546775.4 nChanged 2385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -548026.250000 Penalty: 2815.594971 Iteration 1F: 3 clusters Score -548026.2 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -548199.062500 Penalty: 2815.594971 Iteration 2F: 3 clusters Score -548199.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -548328.687500 Penalty: 2815.594971 Iteration 3Q: 3 clusters Score -548328.7 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -548484.625000 Penalty: 2815.594971 Iteration 4Q: 3 clusters Score -548484.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -548670.000000 Penalty: 2815.594971 Iteration 5Q: 3 clusters Score -548670 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -548853.937500 Penalty: 2815.594971 Iteration 6Q: 3 clusters Score -548853.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -549002.250000 Penalty: 2815.594971 Iteration 7Q: 3 clusters Score -549002.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -549125.625000 Penalty: 2815.594971 Iteration 8Q: 3 clusters Score -549125.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -549247.750000 Penalty: 2815.594971 Iteration 9Q: 3 clusters Score -549247.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -549353.937500 Penalty: 2815.594971 Iteration 10Q: 3 clusters Score -549353.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -549471.375000 Penalty: 2815.594971 Iteration 11Q: 3 clusters Score -549471.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -549570.125000 Penalty: 2815.594971 Iteration 12Q: 3 clusters Score -549570.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -549665.250000 Penalty: 2815.594971 Iteration 13Q: 3 clusters Score -549665.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -549746.437500 Penalty: 2815.594971 Iteration 14Q: 3 clusters Score -549746.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -549800.250000 Penalty: 2815.594971 Iteration 15Q: 3 clusters Score -549800.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -549846.250000 Penalty: 2815.594971 Iteration 16Q: 3 clusters Score -549846.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -549884.375000 Penalty: 2815.594971 Iteration 17Q: 3 clusters Score -549884.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -549922.875000 Penalty: 2815.594971 Iteration 18Q: 3 clusters Score -549922.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -549963.687500 Penalty: 2815.594971 Iteration 19Q: 3 clusters Score -549963.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -550010.625000 Penalty: 2815.594971 Iteration 20F: 3 clusters Score -550010.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -550049.562500 Penalty: 2815.594971 Iteration 21Q: 3 clusters Score -550049.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -550083.000000 Penalty: 2815.594971 Iteration 22Q: 3 clusters Score -550083 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -550103.187500 Penalty: 2815.594971 Iteration 23Q: 3 clusters Score -550103.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -550116.625000 Penalty: 2815.594971 Iteration 24Q: 3 clusters Score -550116.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -550125.187500 Penalty: 2815.594971 Iteration 25Q: 3 clusters Score -550125.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -550128.625000 Penalty: 2815.594971 Iteration 26Q: 3 clusters Score -550128.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -550131.812500 Penalty: 2815.594971 Iteration 27Q: 3 clusters Score -550131.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -550135.437500 Penalty: 2815.594971 Iteration 28Q: 3 clusters Score -550135.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -550139.625000 Penalty: 2815.594971 Iteration 29Q: 3 clusters Score -550139.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -550143.375000 Penalty: 2815.594971 Iteration 30Q: 3 clusters Score -550143.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -550149.187500 Penalty: 2815.594971 Iteration 31Q: 3 clusters Score -550149.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -550156.187500 Penalty: 2815.594971 Iteration 32Q: 3 clusters Score -550156.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -550162.562500 Penalty: 2815.594971 Iteration 33Q: 3 clusters Score -550162.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -550167.812500 Penalty: 2815.594971 Iteration 34Q: 3 clusters Score -550167.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -550174.250000 Penalty: 2815.594971 Iteration 35Q: 3 clusters Score -550174.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -550178.000000 Penalty: 2815.594971 Iteration 36Q: 3 clusters Score -550178 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -550181.562500 Penalty: 2815.594971 Iteration 37Q: 3 clusters Score -550181.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -550186.187500 Penalty: 2815.594971 Iteration 38Q: 3 clusters Score -550186.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -550187.812500 Penalty: 2815.594971 Iteration 39Q: 3 clusters Score -550187.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -550188.750000 Penalty: 2815.594971 Iteration 40F: 3 clusters Score -550188.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -550188.750000 Penalty: 2815.594971 Iteration 41Q: 3 clusters Score -550188.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -550189.750000 Penalty: 2815.594971 Iteration 42Q: 3 clusters Score -550189.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -550191.062500 Penalty: 2815.594971 Iteration 43Q: 3 clusters Score -550191.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -550192.000000 Penalty: 2815.594971 Iteration 44Q: 3 clusters Score -550192 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -550192.000000 Penalty: 2815.594971 Iteration 45F: 3 clusters Score -550192 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Entering Unmasked Estep Score: -94680.296875 Penalty: 1121.368774 Iteration 0F: 2 clusters Score -94680.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -93252.585938 Penalty: 2242.737549 Iteration 0F: 3 clusters Score -93252.59 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -93524.046875 Penalty: 2242.737549 Iteration 1F: 3 clusters Score -93524.05 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -93600.281250 Penalty: 2242.737549 Iteration 2F: 3 clusters Score -93600.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -93636.085938 Penalty: 2242.737549 Iteration 3Q: 3 clusters Score -93636.09 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -93682.601562 Penalty: 2242.737549 Iteration 4Q: 3 clusters Score -93682.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -93748.210938 Penalty: 2242.737549 Iteration 5Q: 3 clusters Score -93748.21 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -93824.437500 Penalty: 2242.737549 Iteration 6Q: 3 clusters Score -93824.44 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -93916.468750 Penalty: 2242.737549 Iteration 7Q: 3 clusters Score -93916.47 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -94000.765625 Penalty: 2242.737549 Iteration 8Q: 3 clusters Score -94000.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -94053.539062 Penalty: 2242.737549 Iteration 9Q: 3 clusters Score -94053.54 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -94107.679688 Penalty: 2242.737549 Iteration 10Q: 3 clusters Score -94107.68 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -94134.710938 Penalty: 2242.737549 Iteration 11Q: 3 clusters Score -94134.71 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -94149.023438 Penalty: 2242.737549 Iteration 12Q: 3 clusters Score -94149.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -94155.296875 Penalty: 2242.737549 Iteration 13Q: 3 clusters Score -94155.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -94157.664062 Penalty: 2242.737549 Iteration 14Q: 3 clusters Score -94157.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -94159.515625 Penalty: 2242.737549 Iteration 15Q: 3 clusters Score -94159.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -94161.140625 Penalty: 2242.737549 Iteration 16Q: 3 clusters Score -94161.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -94163.492188 Penalty: 2242.737549 Iteration 17Q: 3 clusters Score -94163.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -94163.492188 Penalty: 2242.737549 Iteration 18F: 3 clusters Score -94163.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Entering Unmasked Estep Score: -175094.109375 Penalty: 1221.508789 Iteration 0F: 2 clusters Score -175094.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -173133.625000 Penalty: 2443.017578 Iteration 0F: 3 clusters Score -173133.6 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -173624.265625 Penalty: 2443.017578 Iteration 1F: 3 clusters Score -173624.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -173809.781250 Penalty: 2443.017578 Iteration 2F: 3 clusters Score -173809.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -173951.531250 Penalty: 2443.017578 Iteration 3F: 3 clusters Score -173951.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -174088.281250 Penalty: 2443.017578 Iteration 4F: 3 clusters Score -174088.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -174243.015625 Penalty: 2443.017578 Iteration 5F: 3 clusters Score -174243 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -174485.531250 Penalty: 2443.017578 Iteration 6F: 3 clusters Score -174485.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -174897.984375 Penalty: 2443.017578 Iteration 7F: 3 clusters Score -174898 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -175150.031250 Penalty: 2443.017578 Iteration 8F: 3 clusters Score -175150 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -175251.750000 Penalty: 2443.017578 Iteration 9Q: 3 clusters Score -175251.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -175316.468750 Penalty: 2443.017578 Iteration 10Q: 3 clusters Score -175316.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -175385.796875 Penalty: 2443.017578 Iteration 11Q: 3 clusters Score -175385.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -175443.468750 Penalty: 2443.017578 Iteration 12Q: 3 clusters Score -175443.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -175484.203125 Penalty: 2443.017578 Iteration 13Q: 3 clusters Score -175484.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -175522.890625 Penalty: 2443.017578 Iteration 14Q: 3 clusters Score -175522.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -175551.171875 Penalty: 2443.017578 Iteration 15Q: 3 clusters Score -175551.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -175575.234375 Penalty: 2443.017578 Iteration 16Q: 3 clusters Score -175575.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -175603.640625 Penalty: 2443.017578 Iteration 17Q: 3 clusters Score -175603.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -175638.859375 Penalty: 2443.017578 Iteration 18Q: 3 clusters Score -175638.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -175650.312500 Penalty: 2443.017578 Iteration 19Q: 3 clusters Score -175650.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -175656.843750 Penalty: 2443.017578 Iteration 20F: 3 clusters Score -175656.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -175658.218750 Penalty: 2443.017578 Iteration 21Q: 3 clusters Score -175658.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -175658.218750 Penalty: 2443.017578 Iteration 22F: 3 clusters Score -175658.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1126 members Mstep: Class 3 contains 6301 members Mstep: Class 4 contains 1738 members Mstep: Class 5 contains 430 members Mstep: Class 6 contains 1260 members Mstep: Class 7 contains 894 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 1715 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 385 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 554 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 1136 members Mstep: Class 17 contains 4561 members Mstep: Class 18 contains 7276 members Mstep: Class 19 contains 876 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 1485 members Mstep: Class 22 contains 1772 members Mstep: Class 23 contains 1534 members Mstep: Class 24 contains 1269 members Mstep: Class 25 contains 973 members Mstep: Class 26 contains 1232 members Mstep: Class 27 contains 5787 members Mstep: Class 28 contains 993 members Mstep: Class 29 contains 538 members Mstep: Class 30 contains 1466 members Mstep: Class 31 contains 8662 members Mstep: Class 32 contains 702 members Mstep: Class 33 contains 948 members Mstep: Class 34 contains 1082 members Mstep: Class 35 contains 7827 members Mstep: Class 36 contains 1301 members Entering Unmasked Estep Score: -8178089.500000 Penalty: 66583.812500 Splitting cluster 29 changes total score from -8178153.000000 to -8178089.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 30 (1466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Entering Unmasked Estep Score: -145897.515625 Penalty: 1184.672607 Iteration 0F: 2 clusters Score -145897.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -144100.828125 Penalty: 2369.345215 Iteration 0F: 3 clusters Score -144100.8 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -144422.859375 Penalty: 2369.345215 Iteration 1F: 3 clusters Score -144422.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -144510.062500 Penalty: 2369.345215 Iteration 2F: 3 clusters Score -144510.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -144565.859375 Penalty: 2369.345215 Iteration 3Q: 3 clusters Score -144565.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -144608.437500 Penalty: 2369.345215 Iteration 4Q: 3 clusters Score -144608.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -144633.796875 Penalty: 2369.345215 Iteration 5Q: 3 clusters Score -144633.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -144652.281250 Penalty: 2369.345215 Iteration 6Q: 3 clusters Score -144652.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -144670.062500 Penalty: 2369.345215 Iteration 7Q: 3 clusters Score -144670.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -144684.359375 Penalty: 2369.345215 Iteration 8Q: 3 clusters Score -144684.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -144699.500000 Penalty: 2369.345215 Iteration 9Q: 3 clusters Score -144699.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -144719.062500 Penalty: 2369.345215 Iteration 10Q: 3 clusters Score -144719.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -144729.546875 Penalty: 2369.345215 Iteration 11Q: 3 clusters Score -144729.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -144735.531250 Penalty: 2369.345215 Iteration 12Q: 3 clusters Score -144735.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -144737.578125 Penalty: 2369.345215 Iteration 13Q: 3 clusters Score -144737.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -144740.187500 Penalty: 2369.345215 Iteration 14Q: 3 clusters Score -144740.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -144741.500000 Penalty: 2369.345215 Iteration 15Q: 3 clusters Score -144741.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -144741.812500 Penalty: 2369.345215 Iteration 16Q: 3 clusters Score -144741.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -144742.000000 Penalty: 2369.345215 Iteration 17Q: 3 clusters Score -144742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -144742.000000 Penalty: 2369.345215 Iteration 18F: 3 clusters Score -144742 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (8662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Entering Unmasked Estep Score: -858325.437500 Penalty: 1473.338867 Iteration 0F: 2 clusters Score -858325.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -851969.812500 Penalty: 2946.677734 Iteration 0F: 3 clusters Score -851969.8 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -854068.687500 Penalty: 2946.677734 Iteration 1F: 3 clusters Score -854068.7 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -854440.250000 Penalty: 2946.677734 Iteration 2F: 3 clusters Score -854440.2 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -854814.187500 Penalty: 2946.677734 Iteration 3F: 3 clusters Score -854814.2 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -855220.000000 Penalty: 2946.677734 Iteration 4F: 3 clusters Score -855220 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -855615.750000 Penalty: 2946.677734 Iteration 5F: 3 clusters Score -855615.8 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -855981.812500 Penalty: 2946.677734 Iteration 6F: 3 clusters Score -855981.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -856312.000000 Penalty: 2946.677734 Iteration 7Q: 3 clusters Score -856312 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -856601.187500 Penalty: 2946.677734 Iteration 8Q: 3 clusters Score -856601.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -856792.312500 Penalty: 2946.677734 Iteration 9Q: 3 clusters Score -856792.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -856932.750000 Penalty: 2946.677734 Iteration 10Q: 3 clusters Score -856932.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -857024.562500 Penalty: 2946.677734 Iteration 11Q: 3 clusters Score -857024.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -857075.875000 Penalty: 2946.677734 Iteration 12Q: 3 clusters Score -857075.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -857117.750000 Penalty: 2946.677734 Iteration 13Q: 3 clusters Score -857117.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -857150.000000 Penalty: 2946.677734 Iteration 14Q: 3 clusters Score -857150 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -857164.562500 Penalty: 2946.677734 Iteration 15Q: 3 clusters Score -857164.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -857171.812500 Penalty: 2946.677734 Iteration 16Q: 3 clusters Score -857171.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -857177.187500 Penalty: 2946.677734 Iteration 17Q: 3 clusters Score -857177.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -857179.250000 Penalty: 2946.677734 Iteration 18Q: 3 clusters Score -857179.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -857179.250000 Penalty: 2946.677734 Iteration 19F: 3 clusters Score -857179.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Entering Unmasked Estep Score: -68174.445312 Penalty: 1065.014160 Iteration 0F: 2 clusters Score -68174.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -66944.953125 Penalty: 2130.028320 Iteration 0F: 3 clusters Score -66944.95 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -67144.968750 Penalty: 2130.028320 Iteration 1F: 3 clusters Score -67144.97 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -67208.179688 Penalty: 2130.028320 Iteration 2F: 3 clusters Score -67208.18 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -67242.242188 Penalty: 2130.028320 Iteration 3Q: 3 clusters Score -67242.24 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -67262.062500 Penalty: 2130.028320 Iteration 4Q: 3 clusters Score -67262.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -67276.734375 Penalty: 2130.028320 Iteration 5Q: 3 clusters Score -67276.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -67290.867188 Penalty: 2130.028320 Iteration 6Q: 3 clusters Score -67290.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -67300.148438 Penalty: 2130.028320 Iteration 7Q: 3 clusters Score -67300.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -67311.000000 Penalty: 2130.028320 Iteration 8Q: 3 clusters Score -67311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -67323.328125 Penalty: 2130.028320 Iteration 9Q: 3 clusters Score -67323.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -67339.843750 Penalty: 2130.028320 Iteration 10Q: 3 clusters Score -67339.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -67344.773438 Penalty: 2130.028320 Iteration 11Q: 3 clusters Score -67344.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -67348.156250 Penalty: 2130.028320 Iteration 12Q: 3 clusters Score -67348.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -67352.335938 Penalty: 2130.028320 Iteration 13Q: 3 clusters Score -67352.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -67357.328125 Penalty: 2130.028320 Iteration 14Q: 3 clusters Score -67357.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -67357.328125 Penalty: 2130.028320 Iteration 15F: 3 clusters Score -67357.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Entering Unmasked Estep Score: -92066.242188 Penalty: 1113.832642 Iteration 0F: 2 clusters Score -92066.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -90659.546875 Penalty: 2227.665283 Iteration 0F: 3 clusters Score -90659.55 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -90883.859375 Penalty: 2227.665283 Iteration 1F: 3 clusters Score -90883.86 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -90960.062500 Penalty: 2227.665283 Iteration 2F: 3 clusters Score -90960.06 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -90989.210938 Penalty: 2227.665283 Iteration 3Q: 3 clusters Score -90989.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -91006.218750 Penalty: 2227.665283 Iteration 4Q: 3 clusters Score -91006.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -91016.007812 Penalty: 2227.665283 Iteration 5Q: 3 clusters Score -91016.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -91023.398438 Penalty: 2227.665283 Iteration 6Q: 3 clusters Score -91023.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -91028.625000 Penalty: 2227.665283 Iteration 7Q: 3 clusters Score -91028.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -91032.585938 Penalty: 2227.665283 Iteration 8Q: 3 clusters Score -91032.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -91033.617188 Penalty: 2227.665283 Iteration 9Q: 3 clusters Score -91033.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -91033.617188 Penalty: 2227.665283 Iteration 10F: 3 clusters Score -91033.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (1082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Entering Unmasked Estep Score: -105892.953125 Penalty: 1135.317017 Iteration 0F: 2 clusters Score -105893 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -104404.656250 Penalty: 2270.634033 Iteration 0F: 3 clusters Score -104404.7 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -104663.148438 Penalty: 2270.634033 Iteration 1F: 3 clusters Score -104663.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -104732.492188 Penalty: 2270.634033 Iteration 2F: 3 clusters Score -104732.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -104758.445312 Penalty: 2270.634033 Iteration 3Q: 3 clusters Score -104758.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -104780.671875 Penalty: 2270.634033 Iteration 4Q: 3 clusters Score -104780.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -104792.953125 Penalty: 2270.634033 Iteration 5Q: 3 clusters Score -104793 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -104801.039062 Penalty: 2270.634033 Iteration 6Q: 3 clusters Score -104801 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -104806.671875 Penalty: 2270.634033 Iteration 7Q: 3 clusters Score -104806.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -104813.328125 Penalty: 2270.634033 Iteration 8Q: 3 clusters Score -104813.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -104818.570312 Penalty: 2270.634033 Iteration 9Q: 3 clusters Score -104818.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -104823.734375 Penalty: 2270.634033 Iteration 10Q: 3 clusters Score -104823.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -104826.187500 Penalty: 2270.634033 Iteration 11Q: 3 clusters Score -104826.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -104829.867188 Penalty: 2270.634033 Iteration 12Q: 3 clusters Score -104829.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -104831.359375 Penalty: 2270.634033 Iteration 13Q: 3 clusters Score -104831.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -104832.437500 Penalty: 2270.634033 Iteration 14Q: 3 clusters Score -104832.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -104833.460938 Penalty: 2270.634033 Iteration 15Q: 3 clusters Score -104833.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -104836.921875 Penalty: 2270.634033 Iteration 16Q: 3 clusters Score -104836.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -104837.898438 Penalty: 2270.634033 Iteration 17Q: 3 clusters Score -104837.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -104838.765625 Penalty: 2270.634033 Iteration 18Q: 3 clusters Score -104838.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -104839.453125 Penalty: 2270.634033 Iteration 19Q: 3 clusters Score -104839.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -104840.476562 Penalty: 2270.634033 Iteration 20F: 3 clusters Score -104840.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -104841.203125 Penalty: 2270.634033 Iteration 21Q: 3 clusters Score -104841.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -104843.812500 Penalty: 2270.634033 Iteration 22Q: 3 clusters Score -104843.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -104844.351562 Penalty: 2270.634033 Iteration 23Q: 3 clusters Score -104844.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -104844.351562 Penalty: 2270.634033 Iteration 24F: 3 clusters Score -104844.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (7827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Entering Unmasked Estep Score: -774020.937500 Penalty: 1456.866943 Iteration 0F: 2 clusters Score -774020.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -768267.937500 Penalty: 2913.733887 Iteration 0F: 3 clusters Score -768267.9 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -770039.937500 Penalty: 2913.733887 Iteration 1F: 3 clusters Score -770039.9 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -770288.062500 Penalty: 2913.733887 Iteration 2F: 3 clusters Score -770288.1 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -770474.687500 Penalty: 2913.733887 Iteration 3F: 3 clusters Score -770474.7 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -770624.812500 Penalty: 2913.733887 Iteration 4Q: 3 clusters Score -770624.8 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -770747.500000 Penalty: 2913.733887 Iteration 5Q: 3 clusters Score -770747.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -770846.062500 Penalty: 2913.733887 Iteration 6Q: 3 clusters Score -770846.1 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -770934.812500 Penalty: 2913.733887 Iteration 7Q: 3 clusters Score -770934.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -771004.750000 Penalty: 2913.733887 Iteration 8Q: 3 clusters Score -771004.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -771067.000000 Penalty: 2913.733887 Iteration 9Q: 3 clusters Score -771067 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -771120.625000 Penalty: 2913.733887 Iteration 10Q: 3 clusters Score -771120.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -771167.625000 Penalty: 2913.733887 Iteration 11Q: 3 clusters Score -771167.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -771204.250000 Penalty: 2913.733887 Iteration 12Q: 3 clusters Score -771204.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -771239.562500 Penalty: 2913.733887 Iteration 13Q: 3 clusters Score -771239.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -771276.687500 Penalty: 2913.733887 Iteration 14Q: 3 clusters Score -771276.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -771304.562500 Penalty: 2913.733887 Iteration 15Q: 3 clusters Score -771304.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -771341.937500 Penalty: 2913.733887 Iteration 16Q: 3 clusters Score -771341.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -771377.312500 Penalty: 2913.733887 Iteration 17Q: 3 clusters Score -771377.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -771413.375000 Penalty: 2913.733887 Iteration 18Q: 3 clusters Score -771413.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -771455.500000 Penalty: 2913.733887 Iteration 19Q: 3 clusters Score -771455.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -771511.625000 Penalty: 2913.733887 Iteration 20F: 3 clusters Score -771511.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -771572.812500 Penalty: 2913.733887 Iteration 21Q: 3 clusters Score -771572.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -771619.375000 Penalty: 2913.733887 Iteration 22Q: 3 clusters Score -771619.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -771668.562500 Penalty: 2913.733887 Iteration 23Q: 3 clusters Score -771668.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -771713.500000 Penalty: 2913.733887 Iteration 24Q: 3 clusters Score -771713.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -771764.125000 Penalty: 2913.733887 Iteration 25Q: 3 clusters Score -771764.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -771812.437500 Penalty: 2913.733887 Iteration 26Q: 3 clusters Score -771812.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -771849.062500 Penalty: 2913.733887 Iteration 27Q: 3 clusters Score -771849.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -771886.375000 Penalty: 2913.733887 Iteration 28Q: 3 clusters Score -771886.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -771923.687500 Penalty: 2913.733887 Iteration 29Q: 3 clusters Score -771923.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -771948.312500 Penalty: 2913.733887 Iteration 30Q: 3 clusters Score -771948.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -771977.562500 Penalty: 2913.733887 Iteration 31Q: 3 clusters Score -771977.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -772010.875000 Penalty: 2913.733887 Iteration 32Q: 3 clusters Score -772010.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -772038.000000 Penalty: 2913.733887 Iteration 33Q: 3 clusters Score -772038 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -772068.000000 Penalty: 2913.733887 Iteration 34Q: 3 clusters Score -772068 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -772103.500000 Penalty: 2913.733887 Iteration 35Q: 3 clusters Score -772103.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -772140.312500 Penalty: 2913.733887 Iteration 36Q: 3 clusters Score -772140.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -772173.062500 Penalty: 2913.733887 Iteration 37Q: 3 clusters Score -772173.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -772206.500000 Penalty: 2913.733887 Iteration 38Q: 3 clusters Score -772206.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -772239.000000 Penalty: 2913.733887 Iteration 39Q: 3 clusters Score -772239 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -772262.687500 Penalty: 2913.733887 Iteration 40F: 3 clusters Score -772262.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -772284.875000 Penalty: 2913.733887 Iteration 41Q: 3 clusters Score -772284.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -772303.062500 Penalty: 2913.733887 Iteration 42Q: 3 clusters Score -772303.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -772317.000000 Penalty: 2913.733887 Iteration 43Q: 3 clusters Score -772317 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -772332.250000 Penalty: 2913.733887 Iteration 44Q: 3 clusters Score -772332.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -772352.875000 Penalty: 2913.733887 Iteration 45Q: 3 clusters Score -772352.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -772368.625000 Penalty: 2913.733887 Iteration 46Q: 3 clusters Score -772368.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -772386.500000 Penalty: 2913.733887 Iteration 47Q: 3 clusters Score -772386.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -772402.562500 Penalty: 2913.733887 Iteration 48Q: 3 clusters Score -772402.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -772414.125000 Penalty: 2913.733887 Iteration 49Q: 3 clusters Score -772414.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -772421.062500 Penalty: 2913.733887 Iteration 50Q: 3 clusters Score -772421.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -772429.500000 Penalty: 2913.733887 Iteration 51Q: 3 clusters Score -772429.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -772440.312500 Penalty: 2913.733887 Iteration 52Q: 3 clusters Score -772440.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -772454.000000 Penalty: 2913.733887 Iteration 53Q: 3 clusters Score -772454 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -772465.437500 Penalty: 2913.733887 Iteration 54Q: 3 clusters Score -772465.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -772474.062500 Penalty: 2913.733887 Iteration 55Q: 3 clusters Score -772474.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -772483.875000 Penalty: 2913.733887 Iteration 56Q: 3 clusters Score -772483.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -772487.937500 Penalty: 2913.733887 Iteration 57Q: 3 clusters Score -772487.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -772495.562500 Penalty: 2913.733887 Iteration 58Q: 3 clusters Score -772495.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -772501.312500 Penalty: 2913.733887 Iteration 59Q: 3 clusters Score -772501.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -772507.250000 Penalty: 2913.733887 Iteration 60F: 3 clusters Score -772507.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -772511.687500 Penalty: 2913.733887 Iteration 61Q: 3 clusters Score -772511.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -772516.437500 Penalty: 2913.733887 Iteration 62Q: 3 clusters Score -772516.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -772521.625000 Penalty: 2913.733887 Iteration 63Q: 3 clusters Score -772521.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -772527.687500 Penalty: 2913.733887 Iteration 64Q: 3 clusters Score -772527.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -772534.250000 Penalty: 2913.733887 Iteration 65Q: 3 clusters Score -772534.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -772539.500000 Penalty: 2913.733887 Iteration 66Q: 3 clusters Score -772539.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -772540.625000 Penalty: 2913.733887 Iteration 67Q: 3 clusters Score -772540.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -772544.687500 Penalty: 2913.733887 Iteration 68Q: 3 clusters Score -772544.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -772547.687500 Penalty: 2913.733887 Iteration 69Q: 3 clusters Score -772547.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -772552.750000 Penalty: 2913.733887 Iteration 70Q: 3 clusters Score -772552.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -772558.062500 Penalty: 2913.733887 Iteration 71Q: 3 clusters Score -772558.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -772564.750000 Penalty: 2913.733887 Iteration 72Q: 3 clusters Score -772564.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -772571.437500 Penalty: 2913.733887 Iteration 73Q: 3 clusters Score -772571.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -772579.125000 Penalty: 2913.733887 Iteration 74Q: 3 clusters Score -772579.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -772587.250000 Penalty: 2913.733887 Iteration 75Q: 3 clusters Score -772587.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -772594.375000 Penalty: 2913.733887 Iteration 76Q: 3 clusters Score -772594.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -772601.687500 Penalty: 2913.733887 Iteration 77Q: 3 clusters Score -772601.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -772605.562500 Penalty: 2913.733887 Iteration 78Q: 3 clusters Score -772605.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -772610.250000 Penalty: 2913.733887 Iteration 79Q: 3 clusters Score -772610.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -772614.687500 Penalty: 2913.733887 Iteration 80F: 3 clusters Score -772614.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -772616.000000 Penalty: 2913.733887 Iteration 81Q: 3 clusters Score -772616 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -772618.000000 Penalty: 2913.733887 Iteration 82Q: 3 clusters Score -772618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -772625.937500 Penalty: 2913.733887 Iteration 83Q: 3 clusters Score -772625.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -772638.875000 Penalty: 2913.733887 Iteration 84Q: 3 clusters Score -772638.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -772654.812500 Penalty: 2913.733887 Iteration 85Q: 3 clusters Score -772654.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -772665.062500 Penalty: 2913.733887 Iteration 86Q: 3 clusters Score -772665.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -772681.062500 Penalty: 2913.733887 Iteration 87Q: 3 clusters Score -772681.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -772693.000000 Penalty: 2913.733887 Iteration 88Q: 3 clusters Score -772693 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -772696.500000 Penalty: 2913.733887 Iteration 89Q: 3 clusters Score -772696.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7273 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -772701.500000 Penalty: 2913.733887 Iteration 90Q: 3 clusters Score -772701.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -772705.687500 Penalty: 2913.733887 Iteration 91Q: 3 clusters Score -772705.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -772708.750000 Penalty: 2913.733887 Iteration 92Q: 3 clusters Score -772708.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -772710.562500 Penalty: 2913.733887 Iteration 93Q: 3 clusters Score -772710.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -772712.125000 Penalty: 2913.733887 Iteration 94Q: 3 clusters Score -772712.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -772712.937500 Penalty: 2913.733887 Iteration 95Q: 3 clusters Score -772712.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -772713.562500 Penalty: 2913.733887 Iteration 96Q: 3 clusters Score -772713.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -772716.062500 Penalty: 2913.733887 Iteration 97Q: 3 clusters Score -772716.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -772719.062500 Penalty: 2913.733887 Iteration 98Q: 3 clusters Score -772719.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -772719.812500 Penalty: 2913.733887 Iteration 99Q: 3 clusters Score -772719.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -772721.812500 Penalty: 2913.733887 Iteration 100F: 3 clusters Score -772721.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -772724.250000 Penalty: 2913.733887 Iteration 101Q: 3 clusters Score -772724.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -772725.937500 Penalty: 2913.733887 Iteration 102Q: 3 clusters Score -772725.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -772725.625000 Penalty: 2913.733887 Iteration 103Q: 3 clusters Score -772725.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -772727.500000 Penalty: 2913.733887 Iteration 104Q: 3 clusters Score -772727.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -772728.000000 Penalty: 2913.733887 Iteration 105Q: 3 clusters Score -772728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -772727.812500 Penalty: 2913.733887 Iteration 106Q: 3 clusters Score -772727.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -772729.250000 Penalty: 2913.733887 Iteration 107Q: 3 clusters Score -772729.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -772730.812500 Penalty: 2913.733887 Iteration 108Q: 3 clusters Score -772730.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -772730.125000 Penalty: 2913.733887 Iteration 109Q: 3 clusters Score -772730.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -772730.125000 Penalty: 2913.733887 Iteration 110F: 3 clusters Score -772730.1 nChanged 0 --- Evaluating fit on full set of 263147 points --- Entering Unmasked Estep Score: -24609690.000000 Penalty: 70982.664062 25->36 Clusters: Score -24609690.000000, best is -24635924.000000 Main iterations: 0 (time per=infms) Total iterations: 22000 (time per=43.004089ms) Iterations metric 2: 87217029120.000000 (time per=10.847537ns) Iterations metric 3: 2093197295616.000000 (time per=451.983178ps) That took 946.089966 seconds.